{
  "schema_version": 1,
  "source_commit": "09652513fbcdf4fba92979d2b22b08080aa8b2b8",
  "source_schema_version": 6,
  "summary": {
    "body_systems": 16,
    "config_count": 1600,
    "configured_routes": 1267,
    "historical_routes": 19,
    "input_modalities": 28,
    "published_review_routes": 10,
    "reference_routes": 52,
    "registered_tasks": 93,
    "route_count": 1350,
    "synthetic_routes": 0,
    "target_modalities": 18,
    "unclassified_routes": 0,
    "unclassified_tasks": 0,
    "verified_routes": 688
  },
  "tasks": [
    {
      "body_system": "hematologic",
      "label": "Ferritin",
      "name": "ferritin",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "ferritin.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "1955e173ac94b38f0e2b0c70b4aa708a83e43407f1364e0d841fe519796e60a3",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2178,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.20917817334333477,
              "n_eval": 334,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2178,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.14525642592309052,
              "n_eval": 334,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ferritin",
            "shape": "continuous-scalar",
            "unit": "ng/mL"
          },
          "track_id": "ferritin/1955e173ac94"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "c7235417b647e5c1ec3caf5edc8b7d281eda3213727be63bf7af13e4bf9db41b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3351,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.21704893899411282,
              "n_eval": 512,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3351,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.17005142352681013,
              "n_eval": 512,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ferritin",
            "shape": "continuous-scalar",
            "unit": "ng/mL"
          },
          "track_id": "ferritin/c7235417b647"
        }
      ]
    },
    {
      "body_system": "hematologic",
      "label": "Hemoglobin",
      "name": "hemoglobin",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "hemoglobin.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "2905309ed91378efb19ed05e505f9448de143160b927e92775d4953229794af4",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.45963145764729096,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.46314483483671265,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hemoglobin",
            "shape": "continuous-scalar",
            "unit": "g/dL"
          },
          "track_id": "hemoglobin/2905309ed913"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "b2854798858adb5f484659fb2ea2544a2f4366413ed26a9d450cf077e22c0b0d",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.438540140605563,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.47033254978964534,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hemoglobin",
            "shape": "continuous-scalar",
            "unit": "g/dL"
          },
          "track_id": "hemoglobin/b2854798858a"
        }
      ]
    },
    {
      "body_system": "immune",
      "label": "Absolute Basophil Count",
      "name": "absolute_basophil_count",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "absolute_basophil_count.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "3fd08d90b1dd125f407b1a08b5a94f655c1a551b2e1012aef4d9e7f7deff9b07",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.004208055800225319,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.04631190958282527,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.026752647483095582,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_basophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_basophil_count/3fd08d90b1dd"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "5f83ea22443b67bdc22759ad40e997f19c744bfa606157fa5926f6e7df12fd21",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0067210083026427725,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.01899875093101122,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.019818483415217192,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_basophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_basophil_count/5f83ea22443b"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "74c33a0e6b48c63a8513ab433e9e7b8cdef43b16e4c5324cd7170cf0b680f522",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.006102208585726743,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.005699678132673691,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0007361060755950444,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_basophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_basophil_count/74c33a0e6b48"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "9e870df6cd2a8de848ac826f0c2f313dbb6ba91599fb68d839afe859703bc2d9",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.0034307577057191008,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.019282030317044008,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.012431261570224672,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_basophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_basophil_count/9e870df6cd2a"
        }
      ]
    },
    {
      "body_system": "immune",
      "label": "Absolute Eosinophil Count",
      "name": "absolute_eosinophil_count",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "absolute_eosinophil_count.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "97a24696d8dca2df5158dd86282b5dd43b6a972ab94dba788d65b81a94f108d2",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.009524019193355882,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.007297922385036237,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.009143715423125198,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_eosinophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_eosinophil_count/97a24696d8dc"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "b191d1c03c311e9db14dcd73fbb06e8d3a55bae17a8ae66c50122ec00973f729",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.008666879694101404,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.010266157586021785,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.0008245107826989617,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_eosinophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_eosinophil_count/b191d1c03c31"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "dae892b7302360ec0e8bdcea3e9cd5b8d7067aa8a9a6d24a4ba59b824b3b960b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.014443592448233789,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.0008085291503976411,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.007638585290028477,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_eosinophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_eosinophil_count/dae892b73023"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "e6ac79e666d11190d5a515f3a226e9e9faa9ac48c3c501cd84336f561fb8ddc0",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.012351569625054015,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0048284726676650624,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.0018267917575569559,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_eosinophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_eosinophil_count/e6ac79e666d1"
        }
      ]
    },
    {
      "body_system": "immune",
      "label": "Absolute Lymphocyte Count",
      "name": "absolute_lymphocyte_count",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "absolute_lymphocyte_count.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "3b2dafbfa6807e0e6821a265fd63c467121d6f54a72126b68a2fb108564e072c",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0008500826956850949,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.006556814827330837,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.00712661458360897,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_lymphocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_lymphocyte_count/3b2dafbfa680"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "989d4aa6ce07c409d54cd7a06c896601cf0026cd8b682fd8da02b568a97dd91b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07454448122444601,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.10333785323653921,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07965947767693693,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_lymphocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_lymphocyte_count/989d4aa6ce07"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "b831d2a45e2d6480f40bc26d1bdf234b1baaf11c13b21737fa3d749c039ed624",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.018968718603646018,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.04586761787793592,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.04923948367163389,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_lymphocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_lymphocyte_count/b831d2a45e2d"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "f551f0a54fc19d84bacb323af62038ca9eb59179c32bc122fa931f5838b00ee4",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.0014312476665248042,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.018511418954935133,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.01957919276920117,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_lymphocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_lymphocyte_count/f551f0a54fc1"
        }
      ]
    },
    {
      "body_system": "immune",
      "label": "Absolute Monocyte Count",
      "name": "absolute_monocyte_count",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "absolute_monocyte_count.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "568ad19e77c88f2ee013c9d47287d10e2740e50f08d14f653f05f2f70a334c55",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08512552875175639,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.14824018212273404,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.14874431930889898,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_monocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_monocyte_count/568ad19e77c8"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "6ab7db9b0cd8cf7576a22843593123136ff8ed5d72e5407936e0cc7a7e7a93f9",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06365133762173936,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.07852339813204623,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06967337844082,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_monocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_monocyte_count/6ab7db9b0cd8"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "711b0de5499e49da0387a6772fc895f19c1eb935d4826a89b5299eff92d89be7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07465713135585161,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08684500726461863,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07209387977994552,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_monocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_monocyte_count/711b0de5499e"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "cd07119036aaf7b60fe542bb7bc3745a8d325be203c45642363b72daedd02b35",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.014214087994327662,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.037313356124340724,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.04159835506005938,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_monocyte_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_monocyte_count/cd07119036aa"
        }
      ]
    },
    {
      "body_system": "immune",
      "label": "Absolute Neutrophil Count",
      "name": "absolute_neutrophil_count",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "absolute_neutrophil_count.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "29795f3231d268bf9b3c5ad7f46ab704a816044ed4199b4ec36a63ba8ed81e66",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.04639070075329055,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0613957860378368,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.05447459571374369,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_neutrophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_neutrophil_count/29795f3231d2"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "484816e0504c05d6488c925d64707de7f14f52058bf67e65d8e1ea64d6b8e97a",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0428043516101797,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.057017929815654456,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4502,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06461079677511528,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_neutrophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_neutrophil_count/484816e0504c"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "4cbd8f1f3ed9c2adce52367d592f2da38b77895370ba1a95fc435a08d55575b7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.10514879680987299,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.16821459911785697,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1512743491069949,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_neutrophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_neutrophil_count/4cbd8f1f3ed9"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "ab0556761ed70f19405104ac5c9a1c825b62c1f155e4a4f086f25970889926e9",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.018755887369131474,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.03206290217762109,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.03595748271831667,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "absolute_neutrophil_count",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "absolute_neutrophil_count/ab0556761ed7"
        }
      ]
    },
    {
      "body_system": "immune",
      "label": "Basophil Percentage",
      "name": "basophil_percentage",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "basophil_percentage.md",
      "tracks": []
    },
    {
      "body_system": "immune",
      "label": "Eosinophil Percentage",
      "name": "eosinophil_percentage",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "eosinophil_percentage.md",
      "tracks": []
    },
    {
      "body_system": "immune",
      "label": "Lymphocyte Percentage",
      "name": "lymphocyte_percentage",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "lymphocyte_percentage.md",
      "tracks": []
    },
    {
      "body_system": "immune",
      "label": "Monocyte Percentage",
      "name": "monocyte_percentage",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "monocyte_percentage.md",
      "tracks": []
    },
    {
      "body_system": "immune",
      "label": "Neutrophil Percentage",
      "name": "neutrophil_percentage",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "neutrophil_percentage.md",
      "tracks": []
    },
    {
      "body_system": "immune",
      "label": "Wbc",
      "name": "wbc",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "wbc.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "279f6f6ecb9db45bb169c064a586370a7573947382889907db47e6ef5e48124e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1813403075883504,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.15326946144299103,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2752,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.19764657334436753,
              "n_eval": 438,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "wbc",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "wbc/279f6f6ecb9d"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "424ea3ca2dd32a18153e2e9bacc90f82550dbda9b9d028a2f15c585a19ab4a8a",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.037591691938952954,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.029404453768089756,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4857,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.03595878207187253,
              "n_eval": 749,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "wbc",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "wbc/424ea3ca2dd3"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "bc931be17c12ede1516884bd23789ee514ffe13bb60c5c9d5087a542dfe0b7e7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4501,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08471716075372115,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4501,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06422727877236978,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4501,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0755842716342694,
              "n_eval": 687,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "wbc",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "wbc/bc931be17c12"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "d3d91ac6bb487a0892d5dd005b97c2747c5a606419284ad537e153e3bbe95ca4",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08403388691881586,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.06203619659689541,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4611,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08201553730552202,
              "n_eval": 696,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "wbc",
            "shape": "continuous-scalar",
            "unit": "10^3/\u00b5L"
          },
          "track_id": "wbc/d3d91ac6bb48"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "ApoB",
      "name": "apob",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "apob.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "d1b4e53b870c630fd87d74527f4563b14f9ef0e1ee2494c1f527959ba18f614a",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9137,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.0751695947409875,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9137,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.05488805318109202,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "apob",
            "shape": "continuous-scalar",
            "unit": "g/L"
          },
          "track_id": "apob/d1b4e53b870c"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "d20634b03d1450bc6e4aed731a60c1da6fef39ce871b132d793b6577adb95d88",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6574,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.02854835198516037,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6574,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.01919064206582044,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "apob",
            "shape": "continuous-scalar",
            "unit": "g/L"
          },
          "track_id": "apob/d20634b03d14"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Carotid intima-media thickness",
      "name": "cimt",
      "primary_metric": "r2",
      "target_modality": "ultrasound",
      "task_card": "cimt.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "393ddc74bc627440f2307a8e09a77c5178ef412295c34fe0f61ff0bc35c13016",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6983,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.2640516676701774,
              "n_eval": 1057,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6983,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.2698511665067078,
              "n_eval": 1057,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cimt",
            "shape": "continuous-scalar",
            "unit": "mm"
          },
          "track_id": "cimt/393ddc74bc62"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "f39c378ebf21110bc8309856d0e4a05b2f73af3252d473e4c7d1bdf9213a4cc5",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7403,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.2960301533752455,
              "n_eval": 1123,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7403,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.29938135775753727,
              "n_eval": 1123,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cimt",
            "shape": "continuous-scalar",
            "unit": "mm"
          },
          "track_id": "cimt/f39c378ebf21"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Diastolic blood pressure",
      "name": "dbp",
      "primary_metric": "r2",
      "target_modality": "vascular_measurement",
      "task_card": "dbp.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "0bbc9b5ef716ff840786be076860bf799f3d1018ee1c84f5d648922bf59a56b7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2929,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.2431153391339217,
              "n_eval": 460,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2929,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.2838140954773306,
              "n_eval": 460,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "dbp",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "dbp/0bbc9b5ef716"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "3263050d6eb1463516f208998b7d5f10e72a977c5185863bac95584a1eab6620",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9426,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.21477069404846338,
              "n_eval": 1425,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9426,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.20808430401555067,
              "n_eval": 1425,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "dbp",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "dbp/3263050d6eb1"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "5042b5e7b984df6315025e54d4e599ceb44ef2b7397f29b315b8b41f3e3df791",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7805,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.30087762391253314,
              "n_eval": 1192,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7805,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.3151901370620226,
              "n_eval": 1192,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "dbp",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "dbp/5042b5e7b984"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "8f7d413f915f4e9b4db3dc1f308d5289d955e71e0ffe654378cdc64b896489fa",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4275,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.12859976711220844,
              "n_eval": 656,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4275,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.16505729632805155,
              "n_eval": 656,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "dbp",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "dbp/8f7d413f915f"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "HDL cholesterol (NMR)",
      "name": "hdl_nmr",
      "primary_metric": "r2",
      "target_modality": "nmr_metabolomics",
      "task_card": "hdl_nmr.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "694434b8b8a73424d17029ca74d540a884440717248110c1c3751bd3598ea924",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9137,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.22924620624061653,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9137,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.2288295724136321,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hdl_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "hdl_nmr/694434b8b8a7"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "6d75097a2a0f2edcdebf38e067784cc490b9a1054c10f51c444bc0d7c8a16c74",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1900,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.20993040186143996,
              "n_eval": 289,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1900,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.20385112618312806,
              "n_eval": 289,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hdl_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "hdl_nmr/6d75097a2a0f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "7bea512100239f2c7dcd968a2987dd807a9dccae807b05654061f2dacd27fce8",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3454,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.12848037738466433,
              "n_eval": 528,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3454,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.14081295628591073,
              "n_eval": 528,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hdl_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "hdl_nmr/7bea51210023"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "8faa5e85e487e361f3ff225471848912a1ad820f3a818596e7cd92eba883e448",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6574,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.24382993574278722,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6574,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.24722241901694453,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hdl_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "hdl_nmr/8faa5e85e487"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Hyperlipidemia status",
      "name": "hyperlipidemia_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "hyperlipidemia_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "89d07df0b510b3e2eab3c3fd0c21f0796d6fd68498faddeb3c8dcf54fc0be650",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3487,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7041254125412542,
              "n_eval": 503,
              "predictor": "cgm_iglu",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3487,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.690115511551155,
              "n_eval": 503,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hyperlipidemia_status",
            "shape": "categorical",
            "unit": "binary label"
          },
          "track_id": "hyperlipidemia_status/89d07df0b510"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "a044fae0b3540777fd6092747f7c6c645631d6c437cb09a1e2695096ed2a7a30",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2350,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6763719512195122,
              "n_eval": 333,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2350,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6973323170731708,
              "n_eval": 333,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hyperlipidemia_status",
            "shape": "categorical",
            "unit": "binary label"
          },
          "track_id": "hyperlipidemia_status/a044fae0b354"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Hypertension status",
      "name": "hypertension_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "hypertension_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "3de2aa1cecfa21e25b57e3f6bf67551b50a84502fbc17486489c79c88017f4ce",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4025,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.8051624024677917,
              "n_eval": 633,
              "predictor": "fundus_automorph_features",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4025,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7954545454545454,
              "n_eval": 633,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hypertension_status",
            "shape": "categorical",
            "unit": "binary label"
          },
          "track_id": "hypertension_status/3de2aa1cecfa"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "89ebf9d27ae619cca21dcf01c7243c1638756c2776c95a1d8c5b9da72fc54c4d",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5125,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7431946437111431,
              "n_eval": 785,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5125,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7432042085126733,
              "n_eval": 785,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hypertension_status",
            "shape": "categorical",
            "unit": "binary label"
          },
          "track_id": "hypertension_status/89ebf9d27ae6"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "LDL cholesterol",
      "name": "ldl",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "ldl.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "44d8c94321b30d7d2eab32485d598248ded786dee286f83ffb3b1ee3226f9e5b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3153,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.021475312903208366,
              "n_eval": 483,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3153,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.009785249749376335,
              "n_eval": 483,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ldl",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "ldl/44d8c94321b3"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "8ab37d0cee78f00ecf3b7b9013a26437cc8792e7e7e0b70000dfafc5b4551f5e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1892,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.0007850802070052953,
              "n_eval": 288,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1892,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.015804299374010067,
              "n_eval": 288,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ldl",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "ldl/8ab37d0cee78"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "LDL cholesterol (NMR)",
      "name": "ldl_nmr",
      "primary_metric": "r2",
      "target_modality": "nmr_metabolomics",
      "task_card": "ldl.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "267dbb5df3abb90b06213c91587c592329a7334b0998759bd6d489168644106f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9135,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.09226342251377828,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9135,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.06383906443738752,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ldl_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "ldl_nmr/267dbb5df3ab"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "9bb6c7ab7afb3a2814eec719f17da5d58399b17760d472b530b230d673fd0f1b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6573,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.025291262154687244,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6573,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.006459670157233255,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ldl_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "ldl_nmr/9bb6c7ab7afb"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Mean ankle pressure",
      "name": "mean_ankle_pressure",
      "primary_metric": "r2",
      "target_modality": "vascular_measurement",
      "task_card": "mean_ankle_pressure.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "6795d51a6a95579640001dd315303ac395adbcd891873ccdef435ef7b84272aa",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5209,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.17477000265259757,
              "n_eval": 791,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5209,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1894448616278478,
              "n_eval": 791,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "mean_ankle_pressure",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "mean_ankle_pressure/6795d51a6a95"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "85b0915095a9553964b2024c4465882c25588f25e24d41293dd390f187325d42",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7688,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.31254284268380084,
              "n_eval": 1177,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7688,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.3377970720713428,
              "n_eval": 1177,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "mean_ankle_pressure",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "mean_ankle_pressure/85b0915095a9"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "87b1d90ce1c8caa5d0330ffcff4092e4a55ec7543a385698093f7786e1f063ef",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3328,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.1864199645616912,
              "n_eval": 516,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3328,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.2274450409171651,
              "n_eval": 516,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "mean_ankle_pressure",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "mean_ankle_pressure/87b1d90ce1c8"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "fe1d96aa7a69be04c7922d1b0da9cbf1f04c064d21b33a5440f6818d3b439ca3",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8669,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.22176332201018778,
              "n_eval": 1308,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8669,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.24488787881521779,
              "n_eval": 1308,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "mean_ankle_pressure",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "mean_ankle_pressure/fe1d96aa7a69"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Minimum bilateral ABI",
      "name": "minimum_bilateral_abi",
      "primary_metric": "r2",
      "target_modality": "vascular_measurement",
      "task_card": "minimum_bilateral_abi.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "29a5f97b5fd6cae579ea5f93d147e2fb8ee2215bf048d2d7148135ab82fec995",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5209,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.03302017342600094,
              "n_eval": 791,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5209,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.042902640100722644,
              "n_eval": 791,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "minimum_bilateral_abi",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "minimum_bilateral_abi/29a5f97b5fd6"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "a15ec5a97202487b2cc0093f8a06df8aab7cf66be0978ba00deff9e9dd5e042e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7688,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.06431292774225139,
              "n_eval": 1177,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7688,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.06613854552732135,
              "n_eval": 1177,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "minimum_bilateral_abi",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "minimum_bilateral_abi/a15ec5a97202"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "c9228680d575413738bb60639d90dfada2503d50086d4efb66c14adb927ee682",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3328,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.026180222545978626,
              "n_eval": 516,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3328,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.039313806413153074,
              "n_eval": 516,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "minimum_bilateral_abi",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "minimum_bilateral_abi/c9228680d575"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "e1e2461cedeedcdb0a7c94b5021f7c8c06afc23e2b18f471d947fc09eafae8c7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8669,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07580050768350688,
              "n_eval": 1308,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8669,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08296206694039199,
              "n_eval": 1308,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "minimum_bilateral_abi",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "minimum_bilateral_abi/e1e2461cedee"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Non-HDL cholesterol",
      "name": "non_hdl",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "non_hdl.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "397ff20fed495c1fd78ab6615108321f9f6d6e5a1e186efabce829559f1c9277",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3319,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.11606595858378199,
              "n_eval": 497,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3319,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.07470375547506358,
              "n_eval": 497,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "non_hdl",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "non_hdl/397ff20fed49"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "9a2b3baba0a93fc665f54b1f0285c36b791fa284e114734e3e3b8b3fa5b221a8",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 740,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0008148654853525894,
              "n_eval": 100,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 740,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.005599694904947272,
              "n_eval": 100,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "non_hdl",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "non_hdl/9a2b3baba0a9"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "9d77e393f435217843da3ba493e5183dd179fe5006976f9d429fb03f4eee4d35",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5431,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.07736126513173847,
              "n_eval": 819,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5431,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.041469609490114245,
              "n_eval": 819,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "non_hdl",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "non_hdl/9d77e393f435"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "d3d19ee52b874fd1c309ec0417841eee79a66a55335815cf18659933ab81f712",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1210,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": -0.0795329496654833,
              "n_eval": 166,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1210,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.0021604608487090227,
              "n_eval": 166,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "non_hdl",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "non_hdl/d3d19ee52b87"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "1-minute orthostatic SBP drop",
      "name": "orthostatic_sbp_drop_1min",
      "primary_metric": "r2",
      "target_modality": "vascular_measurement",
      "task_card": "orthostatic_sbp_drop_1min.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "07286c34ec47fdff8806782f23830d5f31c34bfb1133e25a6cc04489dd06df35",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1575,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.010490838425126658,
              "n_eval": 239,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1575,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.009768160948051219,
              "n_eval": 239,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "orthostatic_sbp_drop_1min",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "orthostatic_sbp_drop_1min/07286c34ec47"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "1c6c2c3f1880cf84d0e79b812564b2ed01bce083d4c4dc63b847fa9c6e2cdfff",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2161,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.02083827053917564,
              "n_eval": 329,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2161,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.006818263259284585,
              "n_eval": 329,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "orthostatic_sbp_drop_1min",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "orthostatic_sbp_drop_1min/1c6c2c3f1880"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "98ddb04579df91d74261eb7caa820a05752fb01fe2f4efbd1ed42882192e409b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7884,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0006883332551854693,
              "n_eval": 1203,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7884,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.014816893308630896,
              "n_eval": 1203,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "orthostatic_sbp_drop_1min",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "orthostatic_sbp_drop_1min/98ddb04579df"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "b667c9f3a30ae2cd3baa9ffe637c9840bcb75a5fccacb4245c7e34d5b6f5755b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8466,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.010858044011101686,
              "n_eval": 1297,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8466,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.01656945037684021,
              "n_eval": 1297,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "orthostatic_sbp_drop_1min",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "orthostatic_sbp_drop_1min/b667c9f3a30a"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "PR interval",
      "name": "pr_interval",
      "primary_metric": "r2",
      "target_modality": "ecg",
      "task_card": "pr_interval.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "1564b4b6c787d31d0b84f916e1a862242c6cbe14ecf034aca021d7631a48665d",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5829,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.05580831500892336,
              "n_eval": 887,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5829,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.05554902616886881,
              "n_eval": 887,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "pr_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "pr_interval/1564b4b6c787"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "3d54d6c9e91078be6851e9898786bfae86d5178c96b50650c06d0a4850be17b7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9282,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11880264251406236,
              "n_eval": 1407,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9282,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.12836830909551544,
              "n_eval": 1407,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "pr_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "pr_interval/3d54d6c9e910"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "636581b26e4597b04f8ac25c3379152b498ed5c804d247ddc642892d318f6158",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9330,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07538267915090946,
              "n_eval": 1421,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9330,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08789675277530118,
              "n_eval": 1421,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "pr_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "pr_interval/636581b26e45"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "6ce6612f6dd0255f05f9a9949ab38b6efe8789a99cd921f2bce8e6e785be688c",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5500,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.05596362835251556,
              "n_eval": 854,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5500,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.07570409585270654,
              "n_eval": 854,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "pr_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "pr_interval/6ce6612f6dd0"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "QRS duration",
      "name": "qrs_duration",
      "primary_metric": "r2",
      "target_modality": "ecg",
      "task_card": "qrs_duration.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "06ef80a6573f21faa01b819b917e975fca91afd80d951d867a8955aa7493cd3c",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9414,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.11698599877454641,
              "n_eval": 1432,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9414,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1282418559529379,
              "n_eval": 1432,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qrs_duration",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qrs_duration/06ef80a6573f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "407c27b1c0237a29f73763942644b331f861501523520eea9ae44506eac40f0f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5583,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11778017620093695,
              "n_eval": 861,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5583,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.1462098738607761,
              "n_eval": 861,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qrs_duration",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qrs_duration/407c27b1c023"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "5584b33619b0fee98c3c34f3c08c276f4ef0ed14819cabf6e070cc6e5b50e020",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5913,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.13901091711015112,
              "n_eval": 897,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5913,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1475239932941642,
              "n_eval": 897,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qrs_duration",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qrs_duration/5584b33619b0"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "d6df1d2abdb3554ed7a6b447a23887abbe361d4a415fa7964de7c529a83758d0",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9378,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.14017924694425576,
              "n_eval": 1417,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9378,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.14905404003425737,
              "n_eval": 1417,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qrs_duration",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qrs_duration/d6df1d2abdb3"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "QT interval",
      "name": "qt_interval",
      "primary_metric": "r2",
      "target_modality": "ecg",
      "task_card": "qt_interval.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "02af9d5f424670ff5f0c6af38bcde8e41480336aa910f8b9d4fefedadd9d7a5a",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9410,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0544874451979388,
              "n_eval": 1432,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9410,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.060480582518804615,
              "n_eval": 1432,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qt_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qt_interval/02af9d5f4246"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "26c38afcf9b5561b2c713995da3b48b0e6ffe38967dc83c593dde0cab6cd1f54",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9373,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.29966417760810227,
              "n_eval": 1417,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9373,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.2959521965900084,
              "n_eval": 1417,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qt_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qt_interval/26c38afcf9b5"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "a2aa4f236aeaaacc3b0f728b52ab5dd00f673be0488a2bdea3bec810f11d7783",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5582,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.3003896296334072,
              "n_eval": 861,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5582,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.3142189307075235,
              "n_eval": 861,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qt_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qt_interval/a2aa4f236aea"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "b37dfd92921b98e97fcb73bebfce594a94620f66cfebbd38388e74d810d0a80e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5913,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.04873811056501964,
              "n_eval": 897,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5913,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.06349130897615507,
              "n_eval": 897,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qt_interval",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qt_interval/b37dfd92921b"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "QTc",
      "name": "qtc",
      "primary_metric": "r2",
      "target_modality": "ecg",
      "task_card": "qtc.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "13043af21dc7515a7abd47ca4f5bf2cad6fe5b534e619d94b8a55e654f97c40f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9372,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.1096740478059508,
              "n_eval": 1417,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9372,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11748495841545181,
              "n_eval": 1417,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qtc",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qtc/13043af21dc7"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "20316c1c45c20e8164ad0d12c5bb3487c6fd460c0b9d7f500b9e48f651676c00",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5908,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07735010979557966,
              "n_eval": 897,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5908,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07404058672469838,
              "n_eval": 897,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qtc",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qtc/20316c1c45c2"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "79977b1d71b98bc74687bad919adbe0bf2d09727c1fcb07d058758cde947857b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5578,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.07989721776585279,
              "n_eval": 861,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5578,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.09419910985130509,
              "n_eval": 861,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qtc",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qtc/79977b1d71b9"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "b642914c9ec073807d805d877762ffe0687ce79afb8cd285c493009397ba6061",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9409,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0816950697212826,
              "n_eval": 1432,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9409,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1055174095699708,
              "n_eval": 1432,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "qtc",
            "shape": "continuous-scalar",
            "unit": "ms"
          },
          "track_id": "qtc/b642914c9ec0"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Resting heart rate",
      "name": "resting_hr",
      "primary_metric": "r2",
      "target_modality": "ecg",
      "task_card": "resting_hr.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "16ba005f876e5a1e75103b039ace2c11ddef1dc3e250217f982206cbd4cfe80f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9382,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.45025665127076997,
              "n_eval": 1419,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9382,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.4536692950486827,
              "n_eval": 1419,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "resting_hr",
            "shape": "continuous-scalar",
            "unit": "bpm"
          },
          "track_id": "resting_hr/16ba005f876e"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "2b88cf1cc9cae5cc1f9c2d8423602860fd5d3ceceb887f9e19493c209726470a",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9420,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.09724677773114432,
              "n_eval": 1434,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9420,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1272756305719639,
              "n_eval": 1434,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "resting_hr",
            "shape": "continuous-scalar",
            "unit": "bpm"
          },
          "track_id": "resting_hr/2b88cf1cc9ca"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Systolic blood pressure",
      "name": "sbp",
      "primary_metric": "r2",
      "target_modality": "vascular_measurement",
      "task_card": "sbp.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "2ea5edfada64df88cd1c45f7ac251a42fa0466f47de77437071adb7c19e90e84",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7803,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.36504584215796054,
              "n_eval": 1192,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7803,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.37373126419910074,
              "n_eval": 1192,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "sbp",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "sbp/2ea5edfada64"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "edb73ac2d58b6ea9b1631220407c11672475262d6e33adfb7e320cf4e553b4c1",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9425,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.25156809227686505,
              "n_eval": 1425,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9425,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.2548344271982964,
              "n_eval": 1425,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "sbp",
            "shape": "continuous-scalar",
            "unit": "mmHg"
          },
          "track_id": "sbp/edb73ac2d58b"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Triglycerides",
      "name": "tg",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "tg.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "aa1cfa59c9a649bf9a3219738b1204e6ebf02ad44f881b5dbf163cb3eeea5978",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3573,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.204372616654948,
              "n_eval": 535,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3573,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.2100085560139936,
              "n_eval": 535,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tg",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "tg/aa1cfa59c9a6"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "c225df5820f58fafa65bde31864d1f1777a9a82c24a7e90dd9ed6de509aeb927",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5752,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.1506354106354345,
              "n_eval": 865,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5752,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.13940760889550108,
              "n_eval": 865,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tg",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "tg/c225df5820f5"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Triglycerides (NMR)",
      "name": "tg_nmr",
      "primary_metric": "r2",
      "target_modality": "nmr_metabolomics",
      "task_card": "tg.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "533195c6ef2a4ab403ebde5ef882cdfdf4b1ba0fe303706e5289cb084a871d7b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9137,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.1552421879587601,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9137,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.1506089190680565,
              "n_eval": 1400,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tg_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "tg_nmr/533195c6ef2a"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "b197ca70942c85267ee25ef960d54c527d73f260a0ec92d190b227e977ce39de",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6574,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.20550801071084257,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6574,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.21226020661640954,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tg_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "tg_nmr/b197ca70942c"
        }
      ]
    },
    {
      "body_system": "cardiovascular_lipid",
      "label": "Thigh-ankle pulse-wave velocity",
      "name": "thigh_ankle_pwv",
      "primary_metric": "r2",
      "target_modality": "vascular_measurement",
      "task_card": "thigh_ankle_pwv.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "513e1bb156a27fd449b94a72e81512e89633d26d304d111b80a6934eceb8b113",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7592,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.22265231172655686,
              "n_eval": 1136,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7592,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.23459286500958199,
              "n_eval": 1136,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "thigh_ankle_pwv",
            "shape": "continuous-scalar",
            "unit": "m/s"
          },
          "track_id": "thigh_ankle_pwv/513e1bb156a2"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "fundus",
              "stage": "00_00_visit",
              "variables": [
                "automorph_artery_average_width",
                "automorph_artery_fractal_dimension",
                "automorph_artery_tortuosity_density",
                "automorph_artery_vessel_density",
                "automorph_vein_average_width",
                "automorph_vein_tortuosity_density"
              ]
            }
          ],
          "fingerprint": "794a26cf378863ffea2ad47809f72e437b41dace27611cf53a92a0ec2b2aefda",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5911,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.20129368439212592,
              "n_eval": 918,
              "predictor": "fundus_automorph_features",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5911,
              "input_modalities": [
                "fundus_imaging"
              ],
              "metric_name": "r2",
              "metric_value": 0.23398095879946523,
              "n_eval": 918,
              "predictor": "fundus_automorph_features",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "thigh_ankle_pwv",
            "shape": "continuous-scalar",
            "unit": "m/s"
          },
          "track_id": "thigh_ankle_pwv/794a26cf3788"
        }
      ]
    },
    {
      "body_system": "endocrine",
      "label": "Hypothyroidism Status",
      "name": "hypothyroidism_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "hypothyroidism_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "0bd9bda402a144dd9ef6cbe0a2f5d488d972ce3c7f418d8fe3ad9abc22b3facf",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10128,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6469022331154684,
              "n_eval": 1542,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10128,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6812976579520698,
              "n_eval": 1542,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hypothyroidism_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "hypothyroidism_status/0bd9bda402a1"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "5a0e79c56e15bea4bf7a50635ba1f9fb75c24f04766493d30a34b2b1a30fc1b5",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9001,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6680852611668848,
              "n_eval": 1351,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9001,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6216626655026918,
              "n_eval": 1351,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "hypothyroidism_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "hypothyroidism_status/5a0e79c56e15"
        }
      ]
    },
    {
      "body_system": "endocrine",
      "label": "Tsh",
      "name": "tsh",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "tsh.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "3cf129aa9d9b30dc1538904a5a659f8dbda37ebdc97e2cac13917cb77d8a6518",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4276,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.006772971387982607,
              "n_eval": 644,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4276,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.003559674136827451,
              "n_eval": 644,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tsh",
            "shape": "continuous-scalar",
            "unit": "mIU/L"
          },
          "track_id": "tsh/3cf129aa9d9b"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "98573ae344e8a1e168625e160fd0da59365a727fc5d40cb351b70aba29b10a0e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3029,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.024057833236800663,
              "n_eval": 456,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3029,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.00041390558162679447,
              "n_eval": 456,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tsh",
            "shape": "continuous-scalar",
            "unit": "mIU/L"
          },
          "track_id": "tsh/98573ae344e8"
        }
      ]
    },
    {
      "body_system": "endocrine",
      "label": "Vitamin D",
      "name": "vitamin_d",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "vitamin_d.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "4881cd56b806ee1f410104ff16b0c7cd0b231c03e99c246402e00dcf75e94819",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2283,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08528323307427899,
              "n_eval": 336,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2283,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.12131691992170435,
              "n_eval": 336,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "vitamin_d",
            "shape": "continuous-scalar",
            "unit": "ng/mL"
          },
          "track_id": "vitamin_d/4881cd56b806"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "58b392d9c93efb0d0d4564d8be0460ae364409e6fcea502ad5bf4366be2011d5",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1575,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06767638154290112,
              "n_eval": 246,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 1575,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08890232113252339,
              "n_eval": 246,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "vitamin_d",
            "shape": "continuous-scalar",
            "unit": "ng/mL"
          },
          "track_id": "vitamin_d/58b392d9c93e"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Cgm Coefficient Of Variation",
      "name": "cgm_coefficient_of_variation",
      "primary_metric": "r2",
      "target_modality": "cgm",
      "task_card": "cgm_coefficient_of_variation.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "8b6a0fbffcbcd0403aabe1493e5d3d7931a08ec0ae69097a018795d8fba7f289",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0273639387912471,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.03517829202956135,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.032640693194631254,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cgm_coefficient_of_variation",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "cgm_coefficient_of_variation/8b6a0fbffcbc"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "ad72231b822c3536c08585b6c7394bdf8cd6803635b326397c952b5c2aed0a5f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.05356599858405109,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.06488726598283145,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.058483211835557936,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cgm_coefficient_of_variation",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "cgm_coefficient_of_variation/ad72231b822c"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Cgm Mean Glucose",
      "name": "cgm_mean_glucose",
      "primary_metric": "r2",
      "target_modality": "cgm",
      "task_card": "cgm_mean_glucose.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "342ed93bc221927ee8f7dc5ea4cc0cdce44b92dc8c224257feca48becdaa7e39",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.03461969144563681,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08149596768247469,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.07626852217282887,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cgm_mean_glucose",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "cgm_mean_glucose/342ed93bc221"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "56e569ce43c86c5566d30c72f88fbe21fb634abbcf8331e40748572cbcae6572",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1296118153306023,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.15819026128215363,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.13360040925660677,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cgm_mean_glucose",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "cgm_mean_glucose/56e569ce43c8"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Cgm Time In Range 70 180",
      "name": "cgm_time_in_range_70_180",
      "primary_metric": "r2",
      "target_modality": "cgm",
      "task_card": "cgm_time_in_range_70_180.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "28e979e1510f889dfe03b64484c1afc1da5350549397187ba3e13d3a12b9ac23",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.04517422497627677,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.06389045417049055,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9064,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.049133715806874645,
              "n_eval": 1385,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cgm_time_in_range_70_180",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "cgm_time_in_range_70_180/28e979e1510f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "cb512e946c205d35272b5895e1de41324842a8ed386f86abb9e25d33be1cb439",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.001010293531780948,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.02741240540174661,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7722,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.010336094087284753,
              "n_eval": 1171,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "cgm_time_in_range_70_180",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "cgm_time_in_range_70_180/cb512e946c20"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Fpg",
      "name": "fpg",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "fpg.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "31f7b826a1e6befbe9b3c0541f01284e2905c19ca04355f6288c9ca6dbb146de",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6165,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.15153386442230654,
              "n_eval": 929,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6165,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.13619651546753309,
              "n_eval": 929,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6165,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.14997452755559282,
              "n_eval": 929,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fpg",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "fpg/31f7b826a1e6"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "8cfd6a42fcac2eb65bcc8856a1a917e9e6a4ba26370920dac143355011bae61e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6844,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.3146853050976669,
              "n_eval": 1029,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6844,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.2896982779846521,
              "n_eval": 1029,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6844,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.28969640207393343,
              "n_eval": 1029,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fpg",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "fpg/8cfd6a42fcac"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "GlycA",
      "name": "glyca",
      "primary_metric": "r2",
      "target_modality": "nmr_metabolomics",
      "task_card": "glyca.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cbc",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "6058b43bc8ddc146e78e364277cf038312341ce9b7febf0acef159efb41dd385",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2760,
              "input_modalities": [
                "blood_tests"
              ],
              "metric_name": "r2",
              "metric_value": 0.14956197421534656,
              "n_eval": 439,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2760,
              "input_modalities": [
                "blood_tests"
              ],
              "metric_name": "r2",
              "metric_value": 0.14653936782870824,
              "n_eval": 439,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2760,
              "input_modalities": [
                "blood_tests"
              ],
              "metric_name": "r2",
              "metric_value": 0.14021899478859812,
              "n_eval": 439,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "glyca",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "glyca/6058b43bc8dd"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "7eb4d692ca708ff656243ab4f8bc51f21441341bd342fe2b291e2ad50f0f452f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6580,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.11959832466715226,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6580,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10001096758706451,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6580,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.1078883158953563,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "glyca",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "glyca/7eb4d692ca70"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Glycine Nmr",
      "name": "glycine_nmr",
      "primary_metric": "r2",
      "target_modality": "nmr_metabolomics",
      "task_card": "glycine_nmr.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "452854dd9521a537bfcbf94cb87ad8da511caba9e711b7ac1d8fd2230b733da3",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6582,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.1426759956016248,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6582,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.14063927254438058,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6582,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.14572790236938138,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "glycine_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "glycine_nmr/452854dd9521"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "6bf01e95f8c7a0727ce6072bf1ff1693c91222f8f77792cbd8eccf41697bfaf9",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9152,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.1535177248937054,
              "n_eval": 1403,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9152,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.14950249348767208,
              "n_eval": 1403,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9152,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.15083305720906903,
              "n_eval": 1403,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "glycine_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "glycine_nmr/6bf01e95f8c7"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "HbA1c",
      "name": "hba1c",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "hba1c.md",
      "tracks": []
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Meal-conditioned CGM trajectory",
      "name": "meal_cgm_trajectory",
      "primary_metric": "rmse",
      "target_modality": "event_level",
      "task_card": "meal_cgm_trajectory.md",
      "tracks": []
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Meal Ppgr",
      "name": "meal_ppgr",
      "primary_metric": "r2",
      "target_modality": "event_level",
      "task_card": "meal_ppgr.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "cgm",
              "stage": "premeal_2h",
              "variables": []
            }
          ],
          "fingerprint": "0ffe87527b96a0958ec1ef712ffd542b01b33997edfb96694d07b6d61085ea9e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": null,
              "benchmark_role": "ranked",
              "cohort_n": 258421,
              "input_modalities": [
                "cgm",
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.11019551168908226,
              "n_eval": 39394,
              "predictor": "meal_cgm_trajectory_features",
              "strategy": "gbdt"
            },
            {
              "benchmark_claim": null,
              "benchmark_role": "ranked",
              "cohort_n": 258421,
              "input_modalities": [
                "cgm",
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.07961432383459954,
              "n_eval": 39394,
              "predictor": "meal_cgm_trajectory_features",
              "strategy": "ridge"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "meal_ppgr_iauc_0_120",
            "shape": "continuous-scalar",
            "unit": "mg/dL\u00b7min"
          },
          "track_id": "meal_ppgr/0ffe87527b96"
        },
        {
          "allowed_information": [
            {
              "source": "cgm",
              "stage": "premeal_2h",
              "variables": []
            },
            {
              "source": "diet",
              "stage": "target_meal",
              "variables": []
            }
          ],
          "fingerprint": "342ebc89a0d3afbec5ee27d12f5ad6253127d16db2a3a04d629dbd67d8b939b2",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": null,
              "benchmark_role": "ranked",
              "cohort_n": 258421,
              "input_modalities": [
                "cgm",
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.17003116474241775,
              "n_eval": 39394,
              "predictor": "meal_cgm_trajectory_features",
              "strategy": "ridge"
            },
            {
              "benchmark_claim": null,
              "benchmark_role": "ranked",
              "cohort_n": 258421,
              "input_modalities": [
                "cgm",
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.2796956591066062,
              "n_eval": 39394,
              "predictor": "meal_cgm_trajectory_features",
              "strategy": "gbdt"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "meal_ppgr_iauc_0_120",
            "shape": "continuous-scalar",
            "unit": "mg/dL\u00b7min"
          },
          "track_id": "meal_ppgr/342ebc89a0d3"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Prediabetes Status",
      "name": "prediabetes_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "prediabetes_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "2d6e109638164b0362fd5da3e17014795701d8d762d4270597d8fc819a22049f",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8868,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6902491363969434,
              "n_eval": 1329,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8868,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6669240029310165,
              "n_eval": 1329,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8868,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6837747304511672,
              "n_eval": 1329,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "prediabetes_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "prediabetes_status/2d6e10963816"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "7500a318f31c21dfb135647efe65d93cb7fb45a1e21d551949d37260b0618e24",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11320,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7155693980026617,
              "n_eval": 1720,
              "predictor": "cgm_iglu",
              "strategy": "tabswift_classifier"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11320,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6688846889363559,
              "n_eval": 1720,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11320,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7083729408738636,
              "n_eval": 1720,
              "predictor": "cgm_iglu",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "prediabetes_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "prediabetes_status/7500a318f31c"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "T2D Status",
      "name": "t2d_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "t2d_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "31c53207cc9a06a2877bdd6f812ab533a692c5484d831e9a4b7571482f835efe",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4236,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.9487719298245614,
              "n_eval": 619,
              "predictor": "cgm_iglu",
              "strategy": "tabswift_classifier"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4236,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.9212280701754385,
              "n_eval": 619,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4236,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.9543859649122808,
              "n_eval": 619,
              "predictor": "cgm_iglu",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "t2d_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "t2d_status/31c53207cc9a"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Total Bcaa Nmr",
      "name": "total_bcaa_nmr",
      "primary_metric": "r2",
      "target_modality": "nmr_metabolomics",
      "task_card": "total_bcaa_nmr.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "80363b3113ea5eda63b4b32991b0c9f326867619d417b16e4bf38fb73a93cb95",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9152,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.12170480170105791,
              "n_eval": 1403,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9152,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.12017788599908696,
              "n_eval": 1403,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9152,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.11745740507883784,
              "n_eval": 1403,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "total_bcaa_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "total_bcaa_nmr/80363b3113ea"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "aad899fab04a73b97217c1ebeb2a93a1baa97d26baf83d8b35d5c81dea4d9300",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6582,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08379219146534067,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6582,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08542495320793997,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6582,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.09077412333165802,
              "n_eval": 1006,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "total_bcaa_nmr",
            "shape": "continuous-scalar",
            "unit": "mmol/L"
          },
          "track_id": "total_bcaa_nmr/aad899fab04a"
        }
      ]
    },
    {
      "body_system": "metabolic_metabolomics",
      "label": "Tyg",
      "name": "tyg",
      "primary_metric": "r2",
      "target_modality": "derived_clinical_score",
      "task_card": "tyg.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "6581fd0832367f1eeec75aeab448318fd154b4bb41353a1a8109d9f65a2a421d",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4036,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.19064779533606946,
              "n_eval": 604,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4036,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.17774659712731855,
              "n_eval": 604,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4036,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.17371435398958457,
              "n_eval": 604,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tyg",
            "shape": "continuous-scalar",
            "unit": "unitless index"
          },
          "track_id": "tyg/6581fd083236"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "97c211699ffb7bc86cc84cbc8651fe6807df942c23113577ade073b7bbd36095",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3514,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.31765360823597844,
              "n_eval": 524,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3514,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.303408418666704,
              "n_eval": 524,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3514,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.29370687934475936,
              "n_eval": 524,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "tyg",
            "shape": "continuous-scalar",
            "unit": "unitless index"
          },
          "track_id": "tyg/97c211699ffb"
        }
      ]
    },
    {
      "body_system": "renal_metabolic",
      "label": "Egfr",
      "name": "egfr",
      "primary_metric": "r2",
      "target_modality": "derived_clinical_score",
      "task_card": "egfr.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "2beb1791981f78ddd14b24e20143e640d6949f5508e9d269b81e566abf982806",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6065,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.23082760385465484,
              "n_eval": 919,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6065,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.23707369616302054,
              "n_eval": 919,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6065,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.23953619402910908,
              "n_eval": 919,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "egfr",
            "shape": "continuous-scalar",
            "unit": "mL/min/1.73m^2"
          },
          "track_id": "egfr/2beb1791981f"
        }
      ]
    },
    {
      "body_system": "renal_metabolic",
      "label": "Urate",
      "name": "urate",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "urate.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "1524183eb45cc673e5df2abb14a59621fced01e71e25644f6bff13672d9fb076",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 537,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.3796508011372348,
              "n_eval": 81,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 537,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.3495411587535254,
              "n_eval": 81,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 537,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.37469015229820246,
              "n_eval": 81,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "urate",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "urate/1524183eb45c"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "720019a8f3c400e25e49802c26de4697294750a7589d5401c1f16e89223fe47c",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2250,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.4615929093560044,
              "n_eval": 332,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2250,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.4677382818120036,
              "n_eval": 332,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2250,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.4521151628519232,
              "n_eval": 332,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "urate",
            "shape": "continuous-scalar",
            "unit": "mg/dL"
          },
          "track_id": "urate/720019a8f3c4"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Albumin",
      "name": "albumin",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "albumin.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "a9a90f38512bf85c5f988cd795b83cef07cfed1d65aacad4578957de63b03e10",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4110,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.09492621511323007,
              "n_eval": 614,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4110,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.14347718929683462,
              "n_eval": 614,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4110,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1400611869524755,
              "n_eval": 614,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "albumin",
            "shape": "continuous-scalar",
            "unit": "g/dL"
          },
          "track_id": "albumin/a9a90f38512b"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "d5abaea17890fbef66ef841c89894928932ebb7aa1a0cb9b8067558e1cd9b39b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2702,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.09068673930429905,
              "n_eval": 402,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2702,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.11590228410742154,
              "n_eval": 402,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2702,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.12715758606572325,
              "n_eval": 402,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "albumin",
            "shape": "continuous-scalar",
            "unit": "g/dL"
          },
          "track_id": "albumin/d5abaea17890"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Alt",
      "name": "alt",
      "primary_metric": "r2",
      "target_modality": "blood_test",
      "task_card": "alt.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "3dba253e5312163d06c43ea7bd60e2e558ed14d8765b0b2bcc2983ad1f551dfb",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5498,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.19836951830288185,
              "n_eval": 831,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5498,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.20010290107134132,
              "n_eval": 831,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5498,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.18593760530410341,
              "n_eval": 831,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "alt",
            "shape": "continuous-scalar",
            "unit": "U/L"
          },
          "track_id": "alt/3dba253e5312"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "e8b9d7308b49150aed599da264917dba6778bf9a40960089895581d29df470ac",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3754,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.12988950268598065,
              "n_eval": 570,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3754,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.16783532973796922,
              "n_eval": 570,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3754,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.17728769630202013,
              "n_eval": 570,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "alt",
            "shape": "continuous-scalar",
            "unit": "U/L"
          },
          "track_id": "alt/e8b9d7308b49"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Fatty Liver Disease Status",
      "name": "fatty_liver_disease_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "fatty_liver_disease_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "28d3d5a08ec80d585063c92296ee76714652eddfe8c144d7d7bb6fd2ef91b4bb",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6025,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.8121448843357945,
              "n_eval": 920,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6025,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.7924211536155413,
              "n_eval": 920,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6025,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.8161307453788568,
              "n_eval": 920,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fatty_liver_disease_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "fatty_liver_disease_status/28d3d5a08ec8"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "7ce3a24389c0263e315493951fe694f236c462fce96a4641c835b6e1b5c39ab9",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7207,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.8485412299091544,
              "n_eval": 1083,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7207,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.8619278476589799,
              "n_eval": 1083,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7207,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.8671427323549965,
              "n_eval": 1083,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fatty_liver_disease_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "fatty_liver_disease_status/7ce3a24389c0"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Fib3",
      "name": "fib3",
      "primary_metric": "r2",
      "target_modality": "derived_clinical_score",
      "task_card": "fib4.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "6eca1d044b8f55ee622bb95b2abaaa19ca97af826a8d81e25c572e75d5264598",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2908,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0816885756392941,
              "n_eval": 443,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2908,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10488235323193718,
              "n_eval": 443,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2908,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10364421698211324,
              "n_eval": 443,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fib3",
            "shape": "continuous-scalar",
            "unit": "FIB-3 score"
          },
          "track_id": "fib3/6eca1d044b8f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "fd66e902ec177f5dd264873bd54b800a93973c3ae37e6861d63e3163617dafb8",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4371,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.12336859649430665,
              "n_eval": 656,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4371,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.05898470096082942,
              "n_eval": 656,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4371,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.11697764652291642,
              "n_eval": 656,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fib3",
            "shape": "continuous-scalar",
            "unit": "FIB-3 score"
          },
          "track_id": "fib3/fd66e902ec17"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Fib4",
      "name": "fib4",
      "primary_metric": "r2",
      "target_modality": "derived_clinical_score",
      "task_card": "fib4.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "03c6a3c99b13c6b0c23d91b118bc34f3ca74b4c6a61b5bd5a2712e180e3b0362",
          "primary_metric": "r2",
          "rows": [],
          "scored_split": "test",
          "target": {
            "name": "fib4",
            "shape": "continuous-scalar",
            "unit": "FIB-4 score"
          },
          "track_id": "fib4/03c6a3c99b13"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "fc7e8cb2c950698cb0d5f87cfaa3fb2b0370f8a64e8e04126e0ee08e19e62e77",
          "primary_metric": "r2",
          "rows": [],
          "scored_split": "test",
          "target": {
            "name": "fib4",
            "shape": "continuous-scalar",
            "unit": "FIB-4 score"
          },
          "track_id": "fib4/fc7e8cb2c950"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Fli",
      "name": "fli",
      "primary_metric": "r2",
      "target_modality": "derived_clinical_score",
      "task_card": "fli.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "LDL_C",
                "LDL_PL",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "VLDL_C",
                "VLDL_PL",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "33c0415f2c19b6c00d46deac777ab4e0e0940cb3f735016555f1d322f9d50561",
          "primary_metric": "r2",
          "rows": [],
          "scored_split": "test",
          "target": {
            "name": "fli",
            "shape": "continuous-scalar",
            "unit": "FLI score"
          },
          "track_id": "fli/33c0415f2c19"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "d8df5acb5bd9d64131e718263bbd52ea8ab9b2c3c18f69c49819d74c26118e4c",
          "primary_metric": "r2",
          "rows": [],
          "scored_split": "test",
          "target": {
            "name": "fli",
            "shape": "continuous-scalar",
            "unit": "FLI score"
          },
          "track_id": "fli/d8df5acb5bd9"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Liver Attenuation",
      "name": "liver_attenuation",
      "primary_metric": "r2",
      "target_modality": "ultrasound",
      "task_card": "liver_attenuation.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "08530904640e623b4346dfe29708b9dd1a513b1156dcfbd06c56af3c5c30db65",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8594,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.12955795686509253,
              "n_eval": 1284,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8594,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10975366616349358,
              "n_eval": 1284,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8594,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.1301710881735031,
              "n_eval": 1284,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "liver_attenuation",
            "shape": "continuous-scalar",
            "unit": "dB/cm/MHz"
          },
          "track_id": "liver_attenuation/08530904640e"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "2481a86e7e7019b8d2be460ffc2fdc1851567d418b447ff7896fc73808bfbb18",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7065,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1184326262021832,
              "n_eval": 1066,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7065,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.09713728141290712,
              "n_eval": 1066,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7065,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.13067007178134094,
              "n_eval": 1066,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "liver_attenuation",
            "shape": "continuous-scalar",
            "unit": "dB/cm/MHz"
          },
          "track_id": "liver_attenuation/2481a86e7e70"
        }
      ]
    },
    {
      "body_system": "hepatobiliary",
      "label": "Liver Stiffness",
      "name": "liver_stiffness",
      "primary_metric": "r2",
      "target_modality": "ultrasound",
      "task_card": "liver_stiffness.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "71f657bdb0cd24fcd90a8cc5d4f5d9e42086d8998ebd7e99701af410ca299473",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8600,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10607462829042968,
              "n_eval": 1286,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8600,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.09274122862583334,
              "n_eval": 1286,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8600,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10284410331686544,
              "n_eval": 1286,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "liver_stiffness",
            "shape": "continuous-scalar",
            "unit": "kPa"
          },
          "track_id": "liver_stiffness/71f657bdb0cd"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "e4092087bf8f65b95168c92b72eb78ae06d15139eb1ffb0051b74b86d73da6e4",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7069,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1135736545794076,
              "n_eval": 1067,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7069,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.10045149175963575,
              "n_eval": 1067,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7069,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.12001981289950836,
              "n_eval": 1067,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "liver_stiffness",
            "shape": "continuous-scalar",
            "unit": "kPa"
          },
          "track_id": "liver_stiffness/e4092087bf8f"
        }
      ]
    },
    {
      "body_system": "anthropometric_body_composition",
      "label": "Body Weight",
      "name": "body_weight",
      "primary_metric": "r2",
      "target_modality": "anthropometry",
      "task_card": "body_weight.md",
      "tracks": []
    },
    {
      "body_system": "anthropometric_body_composition",
      "label": "Lean Body Mass",
      "name": "lean_body_mass",
      "primary_metric": "r2",
      "target_modality": "dxa_body_composition",
      "task_card": "lean_body_mass.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "Ala",
                "Gln",
                "Gly",
                "His",
                "Ile",
                "Leu",
                "Phe",
                "Tyr",
                "Val"
              ]
            }
          ],
          "fingerprint": "3730081192fd6e668791e0b55ba13ce2cb9ce1059fcb4407945889e646e2c55d",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5600,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.769470737182886,
              "n_eval": 862,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5600,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.7656664420879236,
              "n_eval": 862,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5600,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.7599179415132293,
              "n_eval": 862,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "lean_body_mass",
            "shape": "continuous-scalar",
            "unit": "g"
          },
          "track_id": "lean_body_mass/3730081192fd"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "Ala",
                "Gln",
                "Gly",
                "His",
                "Ile",
                "Leu",
                "Phe",
                "Tyr",
                "Val"
              ]
            }
          ],
          "fingerprint": "cec6b6a50452eba5fe02ca83afbae657b2577e4bd9818a3a5e23fafc3a57e520",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6628,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.7841260466717467,
              "n_eval": 1014,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6628,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.7772357886677229,
              "n_eval": 1014,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6628,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.7751417532963714,
              "n_eval": 1014,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "lean_body_mass",
            "shape": "continuous-scalar",
            "unit": "g"
          },
          "track_id": "lean_body_mass/cec6b6a50452"
        }
      ]
    },
    {
      "body_system": "anthropometric_body_composition",
      "label": "Obesity Status",
      "name": "obesity_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "obesity_status.md",
      "tracks": []
    },
    {
      "body_system": "anthropometric_body_composition",
      "label": "Vat",
      "name": "vat",
      "primary_metric": "r2",
      "target_modality": "dxa_body_composition",
      "task_card": "vat.md",
      "tracks": []
    },
    {
      "body_system": "anthropometric_body_composition",
      "label": "Waist",
      "name": "waist",
      "primary_metric": "r2",
      "target_modality": "anthropometry",
      "task_card": "waist.md",
      "tracks": []
    },
    {
      "body_system": "anthropometric_body_composition",
      "label": "Waist Hip Ratio",
      "name": "waist_hip_ratio",
      "primary_metric": "r2",
      "target_modality": "anthropometry",
      "task_card": "waist_hip_ratio.md",
      "tracks": []
    },
    {
      "body_system": "sleep_physiology",
      "label": "Diet Sleep Causal Effect",
      "name": "diet_sleep_causal_effect",
      "primary_metric": "ate_bpm",
      "target_modality": "event_level",
      "task_card": "diet_sleep_causal_effect.md",
      "tracks": []
    },
    {
      "body_system": "sleep_physiology",
      "label": "Next Night Sleep",
      "name": "next_night_sleep",
      "primary_metric": "r2",
      "target_modality": "event_level",
      "task_card": "next_night_sleep.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "baseline",
              "variables": [
                "age_yr",
                "bmi",
                "is_female"
              ]
            },
            {
              "source": "diet",
              "stage": "prior_day",
              "variables": [
                "caffeine_mg",
                "caffeine_to_bedtime_h",
                "calcium_mg",
                "carb_g",
                "diet_day_of_week",
                "dinner_hour",
                "eating_window_h",
                "evening_kcal",
                "evening_kcal_share",
                "fat_g",
                "fiber_density",
                "fiber_g",
                "first_meal_h",
                "folate_ug",
                "iron_mg",
                "is_caffeine_day",
                "is_evening_meal_day",
                "is_weekend_diet",
                "kcal",
                "kcal_from_carb_pct",
                "kcal_from_fat_pct",
                "kcal_from_protein_pct",
                "last_meal_h",
                "magnesium_mg",
                "n_meals",
                "plant_diversity",
                "protein_g",
                "satfat_g",
                "sodium_mg",
                "sugar_g",
                "vitamin_c_mg",
                "vitamin_d_ug",
                "vitamin_e_mg",
                "whole_plant_food_ratio"
              ]
            }
          ],
          "fingerprint": "a3a2a792845f05ec88631ec5b34566a16006697b3bef7031730501b61b2079c4",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 29642,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.1492806050565133,
              "n_eval": 4578,
              "predictor": "next_night_sleep_features",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 29642,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.13806456411426593,
              "n_eval": 4578,
              "predictor": "next_night_sleep_features",
              "strategy": "gbdt_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "next_night_mean_sleeping_hr",
            "shape": "continuous-scalar",
            "unit": "bpm"
          },
          "track_id": "next_night_sleep/a3a2a792845f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "baseline",
              "variables": [
                "age_yr",
                "bmi",
                "is_female"
              ]
            },
            {
              "source": "wearable_activity",
              "stage": "prior_day",
              "variables": [
                "wearable_activity_any_feature_present",
                "wearable_applehealth_step_count_sum_day",
                "wearable_calories_total_sum_day",
                "wearable_distance_sum_day",
                "wearable_googlefit_calories_total_sum_day",
                "wearable_googlefit_distance_sum_day",
                "wearable_googlefit_step_count_sum_day",
                "wearable_samsung_active_duration_sum_day",
                "wearable_samsung_activity_score_mean_day",
                "wearable_samsung_calories_total_sum_day",
                "wearable_samsung_distance_sum_day",
                "wearable_samsung_exercise_duration_sum_day",
                "wearable_samsung_step_count_sum_day",
                "wearable_step_count_n_sources",
                "wearable_step_count_sum_day"
              ]
            }
          ],
          "fingerprint": "ac2bde75e4f035b28fefa8266c15bfe2833aed58a1b7639d8d21a8e03c3c6674",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 18242,
              "input_modalities": [
                "physical_activity"
              ],
              "metric_name": "r2",
              "metric_value": 0.11276913313807224,
              "n_eval": 2779,
              "predictor": "next_night_sleep_features",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 18242,
              "input_modalities": [
                "physical_activity"
              ],
              "metric_name": "r2",
              "metric_value": 0.07825795055914497,
              "n_eval": 2779,
              "predictor": "next_night_sleep_features",
              "strategy": "gbdt_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "next_night_mean_sleeping_hr",
            "shape": "continuous-scalar",
            "unit": "bpm"
          },
          "track_id": "next_night_sleep/ac2bde75e4f0"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "baseline",
              "variables": [
                "age_yr",
                "bmi",
                "is_female"
              ]
            },
            {
              "source": "diet",
              "stage": "prior_day",
              "variables": [
                "caffeine_mg",
                "caffeine_to_bedtime_h",
                "calcium_mg",
                "carb_g",
                "diet_day_of_week",
                "dinner_hour",
                "eating_window_h",
                "evening_kcal",
                "evening_kcal_share",
                "fat_g",
                "fiber_density",
                "fiber_g",
                "first_meal_h",
                "folate_ug",
                "iron_mg",
                "is_caffeine_day",
                "is_evening_meal_day",
                "is_weekend_diet",
                "kcal",
                "kcal_from_carb_pct",
                "kcal_from_fat_pct",
                "kcal_from_protein_pct",
                "last_meal_h",
                "magnesium_mg",
                "n_meals",
                "plant_diversity",
                "protein_g",
                "satfat_g",
                "sodium_mg",
                "sugar_g",
                "vitamin_c_mg",
                "vitamin_d_ug",
                "vitamin_e_mg",
                "whole_plant_food_ratio"
              ]
            },
            {
              "source": "wearable_activity",
              "stage": "prior_day",
              "variables": [
                "wearable_activity_any_feature_present",
                "wearable_applehealth_step_count_sum_day",
                "wearable_calories_total_sum_day",
                "wearable_distance_sum_day",
                "wearable_googlefit_calories_total_sum_day",
                "wearable_googlefit_distance_sum_day",
                "wearable_googlefit_step_count_sum_day",
                "wearable_samsung_active_duration_sum_day",
                "wearable_samsung_activity_score_mean_day",
                "wearable_samsung_calories_total_sum_day",
                "wearable_samsung_distance_sum_day",
                "wearable_samsung_exercise_duration_sum_day",
                "wearable_samsung_step_count_sum_day",
                "wearable_step_count_n_sources",
                "wearable_step_count_sum_day"
              ]
            }
          ],
          "fingerprint": "d367bb2b92a6621964c2105163490fc1e7cfe6cf23fdd8e90ab61c94736ba391",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 18242,
              "input_modalities": [
                "diet",
                "physical_activity"
              ],
              "metric_name": "r2",
              "metric_value": 0.13495607802660026,
              "n_eval": 2779,
              "predictor": "next_night_sleep_features",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 18242,
              "input_modalities": [
                "diet",
                "physical_activity"
              ],
              "metric_name": "r2",
              "metric_value": 0.11386350026685033,
              "n_eval": 2779,
              "predictor": "next_night_sleep_features",
              "strategy": "gbdt_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "next_night_mean_sleeping_hr",
            "shape": "continuous-scalar",
            "unit": "bpm"
          },
          "track_id": "next_night_sleep/d367bb2b92a6"
        }
      ]
    },
    {
      "body_system": "sleep_physiology",
      "label": "Sleep Efficiency",
      "name": "sleep_efficiency",
      "primary_metric": "r2",
      "target_modality": "sleep_wearable",
      "task_card": "sleep_efficiency.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "8c7c35c23242c2febc4cb91f2a8b8f9439a1a1f3b540c896330d441248bcbea1",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2155,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": -0.05370445836769955,
              "n_eval": 335,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2155,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.01470892580477623,
              "n_eval": 335,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "sleep_efficiency",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "sleep_efficiency/8c7c35c23242"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "d99276ed23c5401ee916d57dfc0aaf111fc752df534d33799f3ba1ad9bbf8f69",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4020,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": -0.013780215536863594,
              "n_eval": 625,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4020,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.018918230625757704,
              "n_eval": 625,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "sleep_efficiency",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "sleep_efficiency/d99276ed23c5"
        }
      ]
    },
    {
      "body_system": "sleep_physiology",
      "label": "Total Sleep Time",
      "name": "total_sleep_time",
      "primary_metric": "r2",
      "target_modality": "sleep_wearable",
      "task_card": "total_sleep_time.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "1a92a13306d13ae2b506058429e5acad4e49aa6e6c569c923df890ca24ab1fb7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4015,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.044103359379870866,
              "n_eval": 625,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4015,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.03712653522939513,
              "n_eval": 625,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "total_sleep_time",
            "shape": "continuous-scalar",
            "unit": "hours"
          },
          "track_id": "total_sleep_time/1a92a13306d1"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "7c28d19c2ac905768558e5b23f082889f89b78b6e0d900910edddb37d3bc3827",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2147,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": -0.040623970209110016,
              "n_eval": 332,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2147,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.017398016513391235,
              "n_eval": 332,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "total_sleep_time",
            "shape": "continuous-scalar",
            "unit": "hours"
          },
          "track_id": "total_sleep_time/7c28d19c2ac9"
        }
      ]
    },
    {
      "body_system": "respiratory_hypoxaemia",
      "label": "Ahi",
      "name": "ahi",
      "primary_metric": "r2",
      "target_modality": "sleep_wearable",
      "task_card": "ahi.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "24ceccb1f57d94c16bd99b702a48aafd445cf912fdd2d80813621e2eb48299da",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7335,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1949497888388365,
              "n_eval": 1121,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7335,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.23220324997337327,
              "n_eval": 1121,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7335,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.22830624091962715,
              "n_eval": 1121,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ahi",
            "shape": "continuous-scalar",
            "unit": "events/hour"
          },
          "track_id": "ahi/24ceccb1f57d"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "a474c79f172ac832740fb318d1ca168676e6512f86c0e37c7e2050285dac3a79",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.29869604697366714,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.29350040685487977,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.30559077493670206,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "ahi",
            "shape": "continuous-scalar",
            "unit": "events/hour"
          },
          "track_id": "ahi/a474c79f172a"
        }
      ]
    },
    {
      "body_system": "respiratory_hypoxaemia",
      "label": "Asthma Status",
      "name": "asthma_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "asthma_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "1a001e9b2a4de220130723f4b386405cc8d6e7bb41721a1f166b41036bc16998",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7130,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5278242178170528,
              "n_eval": 1080,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7130,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5321783542466609,
              "n_eval": 1080,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 7130,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5483639837592549,
              "n_eval": 1080,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "asthma_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "asthma_status/1a001e9b2a4d"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "99f5baf5e73f6ddae8b2a7ccc3217890114c3ab332523a54b19ba77afa1e4aa8",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8418,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5166017490997281,
              "n_eval": 1292,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8418,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.49695009921364003,
              "n_eval": 1292,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8418,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.466083633423973,
              "n_eval": 1292,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "asthma_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "asthma_status/99f5baf5e73f"
        }
      ]
    },
    {
      "body_system": "respiratory_hypoxaemia",
      "label": "Minimum Nocturnal Spo2",
      "name": "minimum_nocturnal_spo2",
      "primary_metric": "r2",
      "target_modality": "sleep_wearable",
      "task_card": "minimum_nocturnal_spo2.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "94f99a09a5a9736eae7f9de2eeba3d3082439cb935dd8e42cfa062e3b368e45b",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3625,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08860268858960718,
              "n_eval": 565,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3625,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.057124143432128904,
              "n_eval": 565,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3625,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0855053147472511,
              "n_eval": 565,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "minimum_nocturnal_spo2",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "minimum_nocturnal_spo2/94f99a09a5a9"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "a8919221030cddc3f5a712a8ad85d2312056bddc4b21f817ec4fec84c46f00f2",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.1094349401596032,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0987353765616511,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0999845913257098,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "minimum_nocturnal_spo2",
            "shape": "continuous-scalar",
            "unit": "%"
          },
          "track_id": "minimum_nocturnal_spo2/a8919221030c"
        }
      ]
    },
    {
      "body_system": "respiratory_hypoxaemia",
      "label": "Odi",
      "name": "odi",
      "primary_metric": "r2",
      "target_modality": "sleep_wearable",
      "task_card": "odi.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "b781f837480a338c9c0d2555d32d6eb1228b94cafad1d165be1e7ea506197f22",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3625,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.24286018959166722,
              "n_eval": 565,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3625,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.22619431948299717,
              "n_eval": 565,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3625,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.2229287098917666,
              "n_eval": 565,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "odi",
            "shape": "continuous-scalar",
            "unit": "events/hour"
          },
          "track_id": "odi/b781f837480a"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "be488e5b9ca7996639dc875e89229718fa5b1726e7ee544efc39200a873aa7b7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.2751500430818564,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.26806630766312534,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8180,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.26306347990651424,
              "n_eval": 1231,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "odi",
            "shape": "continuous-scalar",
            "unit": "events/hour"
          },
          "track_id": "odi/be488e5b9ca7"
        }
      ]
    },
    {
      "body_system": "gut_microbiome",
      "label": "Gut Microbiome Identity Retrieval",
      "name": "gut_microbiome_identity_retrieval",
      "primary_metric": "recall_at_1",
      "target_modality": "microbiome",
      "task_card": "gut_microbiome_identity_retrieval.md",
      "tracks": []
    },
    {
      "body_system": "gut_microbiome",
      "label": "Gut Shannon Diversity",
      "name": "gut_shannon_diversity",
      "primary_metric": "r2",
      "target_modality": "microbiome",
      "task_card": "gut_shannon_diversity.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "0eaac7b2dc2a6f6fe7b8f6cbfcafe992419871b0c349afbcf69a70b1c747b6c6",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4706,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.047652223638078084,
              "n_eval": 727,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4706,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.042439469519984896,
              "n_eval": 727,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "gut_shannon_diversity",
            "shape": "continuous-scalar",
            "unit": "nats"
          },
          "track_id": "gut_shannon_diversity/0eaac7b2dc2a"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "54beaec77cbc9e30bc6f046b148c2fa621c8ee11cd3bed3645368f4f2e77f660",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2475,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.030951261605870917,
              "n_eval": 378,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2475,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.06933121368172723,
              "n_eval": 378,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "gut_shannon_diversity",
            "shape": "continuous-scalar",
            "unit": "nats"
          },
          "track_id": "gut_shannon_diversity/54beaec77cbc"
        }
      ]
    },
    {
      "body_system": "gut_microbiome",
      "label": "Gut Species Richness",
      "name": "gut_species_richness",
      "primary_metric": "r2",
      "target_modality": "microbiome",
      "task_card": "gut_species_richness.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "3f44b9bce01982a41be74707e4b01bfc87778fc6e704ca0d459cdc5e26604624",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4706,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.049274589535000635,
              "n_eval": 727,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 4706,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.029129007694541853,
              "n_eval": 727,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "gut_species_richness",
            "shape": "continuous-scalar",
            "unit": "species count"
          },
          "track_id": "gut_species_richness/3f44b9bce019"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "9ff071a94362dbe1673a8ae5f162d5ec7f58993c6b9ccc6cb87bce99f959c831",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2475,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.04559453365882482,
              "n_eval": 378,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 2475,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "r2",
              "metric_value": 0.027117272036738083,
              "n_eval": 378,
              "predictor": "participant_feature_artifact",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "gut_species_richness",
            "shape": "continuous-scalar",
            "unit": "species count"
          },
          "track_id": "gut_species_richness/9ff071a94362"
        }
      ]
    },
    {
      "body_system": "gut_microbiome",
      "label": "Irritable Bowel Syndrome Status",
      "name": "irritable_bowel_syndrome_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "irritable_bowel_syndrome_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "gut_microbiome",
              "stage": "00_00_visit",
              "variables": [
                "k__Archaea|p__Methanobacteriota|c__Methanobacteria|o__Methanobacteriales|f__Methanobacteriaceae|g__Methanobrevibacter|s__Methanobrevibacter_smithii",
                "k__Bacteria|p__Actinomycetota|c__Actinomycetes|o__Bifidobacteriales|f__Bifidobacteriaceae|g__Bifidobacterium|s__Bifidobacterium_adolescentis",
                "k__Bacteria|p__Actinomycetota|c__Actinomycetes|o__Bifidobacteriales|f__Bifidobacteriaceae|g__Bifidobacterium|s__Bifidobacterium_longum",
                "k__Bacteria|p__Actinomycetota|c__Actinomycetes|o__Bifidobacteriales|f__Bifidobacteriaceae|g__Bifidobacterium|s__Bifidobacterium_pseudocatenulatum",
                "k__Bacteria|p__Actinomycetota|c__CFGB12107|o__OFGB12107|f__FGB12107|g__GGB34797|s__GGB34797_SGB14322",
                "k__Bacteria|p__Actinomycetota|c__Coriobacteriia|o__Coriobacteriales|f__Coriobacteriaceae|g__Collinsella|s__Collinsella_aerofaciens",
                "k__Bacteria|p__Actinomycetota|c__Coriobacteriia|o__Eggerthellales|f__Eggerthellaceae|g__Adlercreutzia|s__Adlercreutzia_equolifaciens",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_caccae",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_cellulosilyticus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_clarus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_eggerthii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_finegoldii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_nordii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_ovatus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_salyersiae",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_stercoris",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_thetaiotaomicron",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_uniformis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Bacteroides|s__Bacteroides_xylanisolvens",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Phocaeicola|s__Phocaeicola_dorei",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Phocaeicola|s__Phocaeicola_massiliensis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Phocaeicola|s__Phocaeicola_sartorii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Bacteroidaceae|g__Phocaeicola|s__Phocaeicola_vulgatus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Barnesiellaceae|g__Barnesiella|s__Barnesiella_intestinihominis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Barnesiellaceae|g__Coprobacter|s__Coprobacter_fastidiosus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Barnesiellaceae|g__Coprobacter|s__Coprobacter_secundus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Barnesiellaceae|g__GGB1420|s__GGB1420_SGB1957",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Odoribacteraceae|g__Butyricimonas|s__Butyricimonas_paravirosa",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Odoribacteraceae|g__Butyricimonas|s__Butyricimonas_virosa",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Odoribacteraceae|g__Odoribacter|s__Odoribacter_splanchnicus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Prevotellaceae|g__Paraprevotella|s__Paraprevotella_clara",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Prevotellaceae|g__Segatella|s__Segatella_copri",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_communis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_dispar",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_finegoldii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_hominis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_ihumii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_indistinctus",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_onderdonkii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_putredinis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_senegalensis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Rikenellaceae|g__Alistipes|s__Alistipes_shahii",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Tannerellaceae|g__Parabacteroides|s__Parabacteroides_distasonis",
                "k__Bacteria|p__Bacteroidota|c__Bacteroidia|o__Bacteroidales|f__Tannerellaceae|g__Parabacteroides|s__Parabacteroides_merdae",
                "k__Bacteria|p__Firmicutes|c__Bacillota_unclassified|o__Bacillota_unclassified|f__Bacillota_unclassified|g__GGB2998|s__GGB2998_SGB3988",
                "k__Bacteria|p__Firmicutes|c__CFGB1292|o__OFGB1292|f__FGB1292|g__GGB3109|s__GGB3109_SGB4121",
                "k__Bacteria|p__Firmicutes|c__CFGB1354|o__OFGB1354|f__FGB1354|g__GGB3304|s__GGB3304_SGB4367",
                "k__Bacteria|p__Firmicutes|c__CFGB1359|o__OFGB1359|f__FGB1359|g__GGB3321|s__GGB3321_SGB4394",
                "k__Bacteria|p__Firmicutes|c__CFGB14936|o__OFGB14936|f__FGB14936|g__GGB3256|s__GGB3256_SGB4303",
                "k__Bacteria|p__Firmicutes|c__CFGB1765|o__OFGB1765|f__FGB1765|g__GGB4552|s__GGB4552_SGB6276",
                "k__Bacteria|p__Firmicutes|c__CFGB1765|o__OFGB1765|f__FGB1765|g__GGB4585|s__GGB4585_SGB6340",
                "k__Bacteria|p__Firmicutes|c__CFGB2834|o__OFGB2834|f__FGB2834|g__GGB9062|s__GGB9062_SGB13981",
                "k__Bacteria|p__Firmicutes|c__CFGB2834|o__OFGB2834|f__FGB2834|g__GGB9063|s__GGB9063_SGB13982",
                "k__Bacteria|p__Firmicutes|c__CFGB2881|o__OFGB2881|f__FGB2881|g__GGB9189|s__GGB9189_SGB14128",
                "k__Bacteria|p__Firmicutes|c__CFGB2982|o__OFGB2982|f__FGB2982|g__GGB9342|s__GGB9342_SGB14306",
                "k__Bacteria|p__Firmicutes|c__CFGB3004|o__OFGB3004|f__FGB3004|g__GGB58158|s__GGB58158_SGB79798",
                "k__Bacteria|p__Firmicutes|c__CFGB3023|o__OFGB3023|f__FGB3023|g__GGB9502|s__GGB9502_SGB14899",
                "k__Bacteria|p__Firmicutes|c__CFGB3038|o__OFGB3038|f__FGB3038|g__GGB9534|s__GGB9534_SGB14937",
                "k__Bacteria|p__Firmicutes|c__CFGB3047|o__OFGB3047|f__FGB3047|g__GGB52130|s__GGB52130_SGB14966",
                "k__Bacteria|p__Firmicutes|c__CFGB3054|o__OFGB3054|f__FGB3054|g__GGB9715|s__GGB9715_SGB15260",
                "k__Bacteria|p__Firmicutes|c__CFGB3054|o__OFGB3054|f__FGB3054|g__GGB9715|s__GGB9715_SGB15265",
                "k__Bacteria|p__Firmicutes|c__CFGB3062|o__OFGB3062|f__FGB3062|g__GGB9747|s__GGB9747_SGB15356",
                "k__Bacteria|p__Firmicutes|c__CFGB32970|o__OFGB32970|f__FGB32970|g__GGB51884|s__GGB51884_SGB49168",
                "k__Bacteria|p__Firmicutes|c__CFGB38642|o__OFGB38642|f__FGB38642|g__GGB9767|s__GGB9767_SGB15385",
                "k__Bacteria|p__Firmicutes|c__CFGB4605|o__OFGB4605|f__FGB4605|g__GGB13404|s__GGB13404_SGB14252",
                "k__Bacteria|p__Firmicutes|c__CFGB72924|o__OFGB72924|f__FGB72924|g__GGB3612|s__GGB3612_SGB4882",
                "k__Bacteria|p__Firmicutes|c__CFGB79291|o__OFGB79291|f__FGB79291|g__GGB9522|s__GGB9522_SGB14921",
                "k__Bacteria|p__Firmicutes|c__CFGB79315|o__OFGB79315|f__FGB79315|g__GGB9758|s__GGB9758_SGB15368",
                "k__Bacteria|p__Firmicutes|c__CFGB84486|o__OFGB84486|f__FGB84486|g__GGB3653|s__GGB3653_SGB4964",
                "k__Bacteria|p__Firmicutes|c__CFGB88349|o__OFGB88349|f__FGB88349|g__GGB2970|s__GGB2970_SGB3952",
                "k__Bacteria|p__Firmicutes|c__CFGB9272|o__OFGB9272|f__FGB9272|g__GGB9296|s__GGB9296_SGB14253",
                "k__Bacteria|p__Firmicutes|c__CFGB9345|o__OFGB9345|f__FGB9345|g__GGB9345|s__GGB9345_SGB14311",
                "k__Bacteria|p__Firmicutes|c__CFGB9989|o__OFGB9989|f__FGB9989|g__GGB9712|s__GGB9712_SGB15244",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Christensenellales|f__Christensenellaceae|g__Candidatus_Borkfalkia|s__Candidatus_Borkfalkia_ceftriaxoniphila",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Beduinellaceae|g__GGB9760|s__GGB9760_SGB15373",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Beduinellaceae|g__GGB9760|s__GGB9760_SGB15374",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Butyricicoccaceae|g__Agathobaculum|s__Agathobaculum_butyriciproducens",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridiaceae_unclassified|s__Clostridiaceae_bacterium",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridiaceae_unclassified|s__Clostridiaceae_bacterium_AF18_31LB",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridiaceae_unclassified|s__Clostridiaceae_unclassified_SGB4769",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridiaceae_unclassified|s__Clostridiaceae_unclassified_SGB4771",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_SGB4714",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_SGB4750",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_fessum",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_sp_AF27_2AA",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_sp_AF36_4",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_sp_AM22_11AC",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_sp_AM33_3",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Clostridium|s__Clostridium_sp_AM49_4BH",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Clostridiaceae|g__Pilosibacter|s__Pilosibacter_fragilis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriaceae|g__Eubacterium|s__Eubacterium_ramulus",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriaceae|g__Eubacterium|s__Eubacterium_ventriosum",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriales_incertae_sedis|g__Candidatus_Cibionibacter|s__Candidatus_Cibionibacter_quicibialis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriales_unclassified|g__Flintibacter|s__Flintibacter_SGB15145",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriales_unclassified|g__Flintibacter|s__Flintibacter_faecis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriales_unclassified|g__Flintibacter|s__Flintibacter_hominis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Eubacteriales_unclassified|g__Gemmiger|s__Gemmiger_formicilis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Anaerotruncus|s__Anaerotruncus_rubiinfantis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Brotocaccenecus|s__Brotocaccenecus_cirricatena",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Dysosmobacter|s__Dysosmobacter_SGB15051",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Dysosmobacter|s__Dysosmobacter_SGB15052",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Dysosmobacter|s__Dysosmobacter_segnis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Dysosmobacter|s__Dysosmobacter_welbionis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Faecalibacterium|s__Faecalibacterium_SGB15346",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Faecalibacterium|s__Faecalibacterium_butyricigenerans",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Faecalibacterium|s__Faecalibacterium_prausnitzii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Faecalibacterium|s__Faecalibacterium_wellingii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Flavonifractor|s__Flavonifractor_plautii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB143497|s__GGB143497_SGB15224",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB3345|s__GGB3345_SGB4425",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB34228|s__GGB34228_SGB72916",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9602|s__GGB9602_SGB15031",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9618|s__GGB9618_SGB15065",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9619|s__GGB9619_SGB15067",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9627|s__GGB9627_SGB15081",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9634|s__GGB9634_SGB15093",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9634|s__GGB9634_SGB15106",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9699|s__GGB9699_SGB15216",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9707|s__GGB9707_SGB15229",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9708|s__GGB9708_SGB15233",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9708|s__GGB9708_SGB15234",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9708|s__GGB9708_SGB15236",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__GGB9730|s__GGB9730_SGB15291",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Hominenteromicrobium|s__Hominenteromicrobium_mulieris",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Hominilimicola|s__Hominilimicola_fabiformis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Hydrogenoanaerobacterium|s__Hydrogenoanaerobacterium_saccharovorans",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Lawsonibacter|s__Lawsonibacter_asaccharolyticus",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Neopoerus|s__Neopoerus_faecalis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Oscillibacter|s__Oscillibacter_sp_ER4",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Oscillibacter|s__Oscillibacter_sp_MSJ_31",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Oscillospiraceae_unclassified|s__Eubacterium_siraeum",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Oscillospiraceae_unclassified|s__Oscillospiraceae_bacterium",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Oscillospiraceae_unclassified|s__Ruminococcaceae_bacterium_AM53_2BH",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Pusillibacter|s__Pusillibacter_faecalis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Ruminococcus|s__Ruminococcus_bicirculans_ex_Wegman_et_al_2014",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Ruminococcus|s__Ruminococcus_bromii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Ruthenibacterium|s__Ruthenibacterium_lactatiformans",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Eubacteriales|f__Oscillospiraceae|g__Vescimonas|s__Vescimonas_coprocola",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Anaerotignaceae|g__Anaerotignum|s__Anaerotignum_faecicola",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Anaerotignaceae|g__Anaerotignum|s__Anaerotignum_sp_MSJ_24",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Agathobacter|s__Agathobacter_rectalis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Anaerobutyricum|s__Anaerobutyricum_hallii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Anaerobutyricum|s__Anaerobutyricum_soehngenii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Anaerostipes|s__Anaerostipes_hadrus",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Anthropogastromicrobium|s__Anthropogastromicrobium_aceti",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_faecis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_glucerasea",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_intestinalis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_luti",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_massiliensis_ex_Durand_et_al_2017",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_obeum",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_sp_MCC283",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Blautia|s__Blautia_wexlerae",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Butyribacter|s__Butyribacter_intestini",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Coprococcus|s__Coprococcus_catus",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Coprococcus|s__Coprococcus_comes",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Coprococcus|s__Coprococcus_eutactus",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Dorea|s__Dorea_formicigenerans",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Dorea|s__Dorea_longicatena",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Dorea|s__Dorea_sp_AF36_15AT",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Faecalicatena|s__Faecalicatena_fissicatena",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Fusicatenibacter|s__Fusicatenibacter_faecihominis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Fusicatenibacter|s__Fusicatenibacter_saccharivorans",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__GGB3619|s__GGB3619_SGB4894",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__GGB51441|s__GGB51441_SGB71759",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__GGB51512|s__GGB51512_SGB71885",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__GGB74412|s__GGB74412_SGB5075",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Gallintestinimicrobium|s__Gallintestinimicrobium_propionicum",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Hominiventricola|s__Hominiventricola_filiformis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Lachnospiraceae_unclassified|s__Lachnospiraceae_bacterium",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Lachnospiraceae_unclassified|s__Lachnospiraceae_bacterium_AF58_1A",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Lachnospiraceae_unclassified|s__Lachnospiraceae_bacterium_OM04_12BH",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Lachnospira|s__Lachnospira_eligens",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Lachnospira|s__Lachnospira_hominis_ex_Liu_et_al_2021",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Lachnospira|s__Lachnospira_pectinoschiza",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Mediterraneibacter|s__Mediterraneibacter_faecis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Mediterraneibacter|s__Ruminococcus_lactaris",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Mediterraneibacter|s__Ruminococcus_torques",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Oliverpabstia|s__Oliverpabstia_intestinalis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Roseburia|s__Roseburia_amylophila",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Roseburia|s__Roseburia_faecis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Roseburia|s__Roseburia_hominis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Roseburia|s__Roseburia_intestinalis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Roseburia|s__Roseburia_inulinivorans",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Simiaoa|s__Simiaoa_sunii",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Waltera|s__Waltera_SGB4909",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Waltera|s__Waltera_acetigignens",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Lachnospirales|f__Lachnospiraceae|g__Wujia|s__Wujia_chipingensis",
                "k__Bacteria|p__Firmicutes|c__Clostridia|o__Peptostreptococcales|f__Peptostreptococcaceae|g__Romboutsia|s__Romboutsia_timonensis",
                "k__Bacteria|p__Firmicutes|c__Erysipelotrichia|o__Erysipelotrichales|f__Coprobacillaceae|g__Faecalibacillus|s__Faecalibacillus_intestinalis",
                "k__Bacteria|p__Firmicutes|c__Erysipelotrichia|o__Erysipelotrichales|f__Erysipelotrichaceae|g__Holdemanella|s__Holdemanella_porci",
                "k__Bacteria|p__Firmicutes|c__Negativicutes|o__Acidaminococcales|f__Acidaminococcaceae|g__Phascolarctobacterium|s__Phascolarctobacterium_faecium",
                "k__Bacteria|p__Firmicutes|c__Negativicutes|o__Veillonellales|f__Veillonellaceae|g__Dialister|s__Dialister_hominis",
                "k__Bacteria|p__Lentisphaerota|c__Lentisphaeria|o__Victivallales|f__Victivallaceae|g__Victivallis|s__Victivallis_lenta",
                "k__Bacteria|p__Pseudomonadota|c__Betaproteobacteria|o__Burkholderiales|f__Oxalobacteraceae|g__Oxalobacter|s__Oxalobacter_aliiformigenes",
                "k__Bacteria|p__Pseudomonadota|c__Betaproteobacteria|o__Burkholderiales|f__Sutterellaceae|g__Parasutterella|s__Parasutterella_excrementihominis",
                "k__Bacteria|p__Pseudomonadota|c__Betaproteobacteria|o__Burkholderiales|f__Sutterellaceae|g__Sutterella|s__Sutterella_wadsworthensis",
                "k__Bacteria|p__Pseudomonadota|c__Gammaproteobacteria|o__Enterobacterales|f__Enterobacteriaceae|g__Escherichia|s__Escherichia_coli",
                "k__Bacteria|p__Thermodesulfobacteriota|c__Desulfovibrionia|o__Desulfovibrionales|f__Desulfovibrionaceae|g__Bilophila|s__Bilophila_wadsworthia",
                "k__Bacteria|p__Verrucomicrobiota|c__Verrucomicrobiia|o__Verrucomicrobiales|f__Akkermansiaceae|g__Akkermansia|s__Akkermansia_muciniphila"
              ]
            }
          ],
          "fingerprint": "184556b24953413a0fd1e1a39372490aef6b287672a69ecb4369569261013be2",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11726,
              "input_modalities": [
                "gut_microbiome"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5689652066343994,
              "n_eval": 1783,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11726,
              "input_modalities": [
                "gut_microbiome"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5318448770762523,
              "n_eval": 1783,
              "predictor": "participant_feature_artifact",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "irritable_bowel_syndrome_status",
            "shape": "categorical",
            "unit": "binary label"
          },
          "track_id": "irritable_bowel_syndrome_status/184556b24953"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": [
                "alcohol_g",
                "caffeine_mg",
                "calcium_mg",
                "calories",
                "carbs_g",
                "cholesterol_mg",
                "dietary_fiber_g",
                "iron_mg",
                "lipid_g",
                "protein_g",
                "saturated_fat_g",
                "sodium_mg",
                "sugar_g",
                "trans_fat_g",
                "water_g",
                "weight"
              ]
            }
          ],
          "fingerprint": "613fa707569f1086d91b1220b6413db239e60645330f2f8e20dd517241cc6841",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5046,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.536528763332887,
              "n_eval": 778,
              "predictor": "participant_feature_artifact",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5046,
              "input_modalities": [
                "diet"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.525832701090433,
              "n_eval": 778,
              "predictor": "participant_feature_artifact",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "irritable_bowel_syndrome_status",
            "shape": "categorical",
            "unit": "binary label"
          },
          "track_id": "irritable_bowel_syndrome_status/613fa707569f"
        }
      ]
    },
    {
      "body_system": "ophthalmic_retinal",
      "label": "Fundus Artery Average Width",
      "name": "fundus_artery_average_width",
      "primary_metric": "r2",
      "target_modality": "fundus_imaging",
      "task_card": "fundus_artery_average_width.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "00ada4c7023730eb9e28b9c54d62d61bdab238ade4304c35b7ae62297f5027ef",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10584316629832458,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.09323451164492069,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.09959535503971673,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_artery_average_width/00ada4c70237"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "1ff49b99ee43fcf0b8f7731a0b9656b65dbc8c4e0948a8ede08c2a905208caa2",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.0856135513072146,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.09439452003042448,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.09291160047691949,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_artery_average_width/1ff49b99ee43"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "617c9e1db03f244fa61f74fe81e08f08dd9c141d9b760cda4220de6ac8cb919d",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0870042778143797,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06951997070643556,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.09128953104266979,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_artery_average_width/617c9e1db03f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "974fedf9cd0d277099529de0a51234ed0d6bec26de46a901eec98e208fe177f5",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.10662204419798205,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.1029258974158832,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.11825028803357995,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_artery_average_width/974fedf9cd0d"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "e1495841a055847f02d26787f9ec074f3b0c2ff1baaba742609fbc027ed929ab",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11368154245103823,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.10171175929313181,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11250066868397013,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_artery_average_width/e1495841a055"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "e4537dafb19b9dd99b2c63a8b893a680bae909a12c744f91e58c4491298f4d81",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.12040329208432077,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.1114689276578108,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.10705279339503782,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_artery_average_width/e4537dafb19b"
        }
      ]
    },
    {
      "body_system": "ophthalmic_retinal",
      "label": "Fundus Artery Fractal Dimension",
      "name": "fundus_artery_fractal_dimension",
      "primary_metric": "r2",
      "target_modality": "fundus_imaging",
      "task_card": "fundus_artery_fractal_dimension.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "1cea7dea317c8607255115dcc5b916d4d8301bef983a581c7f60f9d14ba84aec",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.08170734315258432,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.06343997693245929,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.014816633569051607,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_fractal_dimension",
            "shape": "continuous-scalar",
            "unit": "unitless"
          },
          "track_id": "fundus_artery_fractal_dimension/1cea7dea317c"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "2145a9e36ec2749413a5a25c2928d8730db6aa3757a287cfadb383fb8131f249",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.037805104236796616,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.03498143631857287,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.037274153749616956,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_fractal_dimension",
            "shape": "continuous-scalar",
            "unit": "unitless"
          },
          "track_id": "fundus_artery_fractal_dimension/2145a9e36ec2"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "7493f485b11e56da7caf84dabe4b26dd46805425bdeb3b4ca2e22883c4e54f55",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.037909742393360424,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": -0.01534023429229947,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.030470067210371377,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_fractal_dimension",
            "shape": "continuous-scalar",
            "unit": "unitless"
          },
          "track_id": "fundus_artery_fractal_dimension/7493f485b11e"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "74f62f5b992c3d7c73f847cd9d50374d4f6d67c14461c02ca4da991343452457",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.09871475482917269,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08988243963954878,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.03520566145441373,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_fractal_dimension",
            "shape": "continuous-scalar",
            "unit": "unitless"
          },
          "track_id": "fundus_artery_fractal_dimension/74f62f5b992c"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "81ca6e6f24ac693cd2f5a030db6e207ee580026d91c9d8887c7b52572d179e0c",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.10143726296379052,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.08993554876644805,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.04118087008232563,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_fractal_dimension",
            "shape": "continuous-scalar",
            "unit": "unitless"
          },
          "track_id": "fundus_artery_fractal_dimension/81ca6e6f24ac"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "e1e92b9c004dbdfad66c7b261e368adc4c0615d6165524b14be6fcaba10753b2",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11464246102584208,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.11184812225325313,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.03573466394124225,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_fractal_dimension",
            "shape": "continuous-scalar",
            "unit": "unitless"
          },
          "track_id": "fundus_artery_fractal_dimension/e1e92b9c004d"
        }
      ]
    },
    {
      "body_system": "ophthalmic_retinal",
      "label": "Fundus Artery Tortuosity Density",
      "name": "fundus_artery_tortuosity_density",
      "primary_metric": "r2",
      "target_modality": "fundus_imaging",
      "task_card": "fundus_artery_tortuosity_density.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "090e1b812c27bda067ef17f359f7e875a1c8985769c16a983ef44f9b7e6359e3",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.021958139190964898,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.014352737835331975,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.025614442862986753,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_artery_tortuosity_density/090e1b812c27"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "189c37d592a088370ea99a3134531e0a4c3ee907a5acd6f05275197f5ad0c549",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.010803244070354046,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.0019727203935275828,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.013290915617719667,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_artery_tortuosity_density/189c37d592a0"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "6c1714a6efdd5d56c78cf051ce3963ae077d284412956fc35c64d58ab9e7d390",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.019816239921841117,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.017967857285589695,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.02226359482284468,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_artery_tortuosity_density/6c1714a6efdd"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "70005b21314ee01393bc72e35cb85db94a0b6e206bf6527032633d4da27323c7",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.006712896539369906,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.0039302225142642255,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.01656538380740402,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_artery_tortuosity_density/70005b21314e"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "7cfd976fff232e00997470b59f14b32cd5294baaf53596033ad03a91606080fb",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.02272325059179736,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.0008259600943331113,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.018108015667916533,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_artery_tortuosity_density/7cfd976fff23"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "a4fb341a501f0582a381bb41b97b5e94bd7480c656e2e669d160774195d3a6d5",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.01992620974471837,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.017741575736684445,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0216031177542082,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_artery_tortuosity_density/a4fb341a501f"
        }
      ]
    },
    {
      "body_system": "ophthalmic_retinal",
      "label": "Fundus Artery Vessel Density",
      "name": "fundus_artery_vessel_density",
      "primary_metric": "r2",
      "target_modality": "fundus_imaging",
      "task_card": "fundus_artery_vessel_density.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "426a2cd561072442684f8543846df3368ed458e4551754391f4725bce2266cf5",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.05093374936077433,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.05462298045047531,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.05800466926221548,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_vessel_density",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "fundus_artery_vessel_density/426a2cd56107"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "7e9c6ad9f3e743b77a1b74a429c16a9e0de95d407d88e9f2e5014a67e00c1af6",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.05908460243073532,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.05930017437304058,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.017886428742396876,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_vessel_density",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "fundus_artery_vessel_density/7e9c6ad9f3e7"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "85c6e7d67301deb289bdbd9d8d5807eae678f790b8b75a9cf50203bb05429c16",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.046116609071222614,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.011731359729881374,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.06028079691663257,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_vessel_density",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "fundus_artery_vessel_density/85c6e7d67301"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "8b4201e3340d8c4a5d940075a4b786772ff78243083fa4e21c0a49dd646098a8",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.08663151768119404,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07777925721717305,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.03963599898308834,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_vessel_density",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "fundus_artery_vessel_density/8b4201e3340d"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "db4ac5eb8e788fd5ad0753bd517507c3703565bfe8b9e37ed6aa5352924abd25",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.07691915424970663,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.06395795998986231,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.020378144046388602,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_vessel_density",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "fundus_artery_vessel_density/db4ac5eb8e78"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "e47fe90eafef01ac4edcd0a7aa1e01b5f85464c848f66b39580fd971b501772e",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.09288688482183649,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.08153657895096211,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.023924335978271594,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_artery_vessel_density",
            "shape": "continuous-scalar",
            "unit": "ratio"
          },
          "track_id": "fundus_artery_vessel_density/e47fe90eafef"
        }
      ]
    },
    {
      "body_system": "ophthalmic_retinal",
      "label": "Fundus Vein Average Width",
      "name": "fundus_vein_average_width",
      "primary_metric": "r2",
      "target_modality": "fundus_imaging",
      "task_card": "fundus_vein_average_width.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "3b80c944fd5ba123ebf016bf71f7f394550e61550ecb3c93b80a67d0a6012190",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.07547146011260975,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.04661425613977144,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.04931499991401367,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_vein_average_width/3b80c944fd5b"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "af38c05e30fbdc0b6861e59d84858ba11169369051862268b015747a81ee8672",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.04811382008853138,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.04065174103081992,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.0237101944939192,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_vein_average_width/af38c05e30fb"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "bb609851ec7b4edbf676f986b4abde8d7c2144fb0d14f0e84fda897592c25400",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.01347959082504191,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.015741770401780264,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.02458241918755799,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_vein_average_width/bb609851ec7b"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "c5e2ecf03ea7c03592c2453a9166a096a8f0c5176d57186d972d7eb208222a78",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.07746687111778383,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.062207137159075,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.046338250012041615,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_vein_average_width/c5e2ecf03ea7"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "c85e128c544632c76db93ace3887bc5498553f5f17ffeabf19b0065ab4a6a46f",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.03023409477507999,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.027472888128055373,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.03188081548359223,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_vein_average_width/c85e128c5446"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "dfbcd45571ad8d7d37ca9b9b95acdd2705599948527b7b461d752895e37b8979",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.07612927135235792,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.06610941670181703,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.036942911948729784,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_average_width",
            "shape": "continuous-scalar",
            "unit": "AutoMorph pixels"
          },
          "track_id": "fundus_vein_average_width/dfbcd45571ad"
        }
      ]
    },
    {
      "body_system": "ophthalmic_retinal",
      "label": "Fundus Vein Tortuosity Density",
      "name": "fundus_vein_tortuosity_density",
      "primary_metric": "r2",
      "target_modality": "fundus_imaging",
      "task_card": "fundus_vein_tortuosity_density.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "035ddd91730adcc07eb1f219975576db0f2e0d88895080bf4461652899f66de6",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.011742779409573467,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.011583169147784123,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6775,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.014366621925846479,
              "n_eval": 1038,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_vein_tortuosity_density/035ddd91730a"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "111f8ffccdcb15a8efca15cc63f5ca868477bcb9d8a7622f66db27c83849a3dc",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": -0.0030236203741285106,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": -0.02826325438956201,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3543,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": -0.0010496721060546665,
              "n_eval": 552,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_vein_tortuosity_density/111f8ffccdcb"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "545491a6a112fc9437ee913113e45cb4fae5f73c4efb493aa7685403a1244ee3",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.011149936099050572,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.007796289618971719,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6270,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.01349606202228626,
              "n_eval": 965,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_vein_tortuosity_density/545491a6a112"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "55b31365cd40fccd2c2628559c0fea9b9e8a75cf9f7a244f5efca780e4584df8",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.01424406907396758,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": -0.002807941456504315,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5191,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.014733914044414376,
              "n_eval": 804,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_vein_tortuosity_density/55b31365cd40"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "56b6e6774bc60f4a658e1aafad109cce7838271593c94a6368b8af1ca340ffdd",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.0018913640184872182,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": -0.008144646458822402,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6047,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.006900680048234298,
              "n_eval": 928,
              "predictor": "cgm_iglu",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_vein_tortuosity_density/56b6e6774bc6"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "dxa",
              "stage": "00_00_visit",
              "variables": [
                "body_comp_android_fat_mass",
                "body_comp_gynoid_fat_mass",
                "body_comp_total_fat_mass",
                "body_comp_total_lean_mass",
                "total_scan_sat_mass",
                "total_scan_vat_mass"
              ]
            }
          ],
          "fingerprint": "6ac6c0ea36686fa6ddc8f484ef1126eff93104c7409320ece39dbaeea94dfd85",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.006260133118178857,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": -0.0035490814403702498,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 3016,
              "input_modalities": [
                "body_composition"
              ],
              "metric_name": "r2",
              "metric_value": 0.004952700960175749,
              "n_eval": 463,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "fundus_vein_tortuosity_density",
            "shape": "continuous-scalar",
            "unit": "1/pixels"
          },
          "track_id": "fundus_vein_tortuosity_density/6ac6c0ea3668"
        }
      ]
    },
    {
      "body_system": "musculoskeletal",
      "label": "Femoral Neck Bmd",
      "name": "femoral_neck_bmd",
      "primary_metric": "r2",
      "target_modality": "dxa_body_composition",
      "task_card": "femoral_neck_bmd.md",
      "tracks": []
    },
    {
      "body_system": "musculoskeletal",
      "label": "Lumbar Spine Bmd",
      "name": "lumbar_spine_bmd",
      "primary_metric": "r2",
      "target_modality": "dxa_body_composition",
      "task_card": "lumbar_spine_bmd.md",
      "tracks": []
    },
    {
      "body_system": "musculoskeletal",
      "label": "Maximum Bilateral Grip Strength",
      "name": "maximum_bilateral_grip_strength",
      "primary_metric": "r2",
      "target_modality": "functional_test",
      "task_card": "maximum_bilateral_grip_strength.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "Ala",
                "Gln",
                "Gly",
                "His",
                "Ile",
                "Leu",
                "Phe",
                "Tyr",
                "Val"
              ]
            }
          ],
          "fingerprint": "755439a39e02bf1c8b26336e700d27c42f9941c57e75fc4d2bc4064875d82ce4",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5111,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.6881807788994312,
              "n_eval": 779,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5111,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.6757196140968329,
              "n_eval": 779,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 5111,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.6833317095425103,
              "n_eval": 779,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "maximum_bilateral_grip_strength",
            "shape": "continuous-scalar",
            "unit": "kg"
          },
          "track_id": "maximum_bilateral_grip_strength/755439a39e02"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "Ala",
                "Gln",
                "Gly",
                "His",
                "Ile",
                "Leu",
                "Phe",
                "Tyr",
                "Val"
              ]
            }
          ],
          "fingerprint": "b400eddb5ba6226057453e9321db443655fc9aafdb84a3fc70f74e9437c01bbe",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10058,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.6677726756014415,
              "n_eval": 1532,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10058,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.6603941477639171,
              "n_eval": 1532,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_r2"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10058,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.6583447013330526,
              "n_eval": 1532,
              "predictor": "hpp_curated_panel",
              "strategy": "ridge_cv_delta_r2"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "maximum_bilateral_grip_strength",
            "shape": "continuous-scalar",
            "unit": "kg"
          },
          "track_id": "maximum_bilateral_grip_strength/b400eddb5ba6"
        }
      ]
    },
    {
      "body_system": "neurologic_psychosocial",
      "label": "Loneliness Status",
      "name": "loneliness_status",
      "primary_metric": "balanced_accuracy",
      "target_modality": "questionnaire",
      "task_card": "loneliness_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "dbe678348dd3b8047320ebd6c846d40556d272498a62e9861da261963a5fe9c4",
          "primary_metric": "balanced_accuracy",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6493,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "balanced_accuracy",
              "metric_value": 0.3333333333333333,
              "n_eval": 966,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_balanced_accuracy"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6493,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "balanced_accuracy",
              "metric_value": 0.3368055555555556,
              "n_eval": 966,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_balanced_accuracy"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 6493,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "balanced_accuracy",
              "metric_value": 0.3333333333333333,
              "n_eval": 966,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "loneliness_status",
            "shape": "categorical",
            "unit": "categorical response"
          },
          "track_id": "loneliness_status/dbe678348dd3"
        }
      ]
    },
    {
      "body_system": "neurologic_psychosocial",
      "label": "Migraine Status",
      "name": "migraine_status",
      "primary_metric": "roc_auc",
      "target_modality": "condition_status",
      "task_card": "migraine_status.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "1398dfc33ade2c656b68e2118834422ad650648008531807bb35f8a7b2eb1a26",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8167,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6082289519581416,
              "n_eval": 1243,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8167,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.5912319644839068,
              "n_eval": 1243,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 8167,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6211511019502141,
              "n_eval": 1243,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "migraine_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "migraine_status/1398dfc33ade"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "age",
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "1c53d47bbd775fbe25baed104de8b5119bf56c9d0ab6591dbed47caa6b04eeee",
          "primary_metric": "roc_auc",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9057,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6193601416287303,
              "n_eval": 1378,
              "predictor": "hpp_curated_panel",
              "strategy": "tabswift_classifier"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9057,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6276808295397066,
              "n_eval": 1378,
              "predictor": "hpp_curated_panel",
              "strategy": "gbdt_delta_auc"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9057,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "roc_auc",
              "metric_value": 0.6504678806272128,
              "n_eval": 1378,
              "predictor": "hpp_curated_panel",
              "strategy": "logistic_delta_auc"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "migraine_status",
            "shape": "categorical",
            "unit": "binary status"
          },
          "track_id": "migraine_status/1c53d47bbd77"
        }
      ]
    },
    {
      "body_system": "aging",
      "label": "Chronological Age",
      "name": "chronological_age",
      "primary_metric": "r2",
      "target_modality": "demographic",
      "task_card": "chronological_age.md",
      "tracks": [
        {
          "allowed_information": [
            {
              "source": "activity",
              "stage": "00_00_visit",
              "variables": []
            },
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": []
            },
            {
              "source": "diet",
              "stage": "00_00_visit",
              "variables": []
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": []
            }
          ],
          "fingerprint": "065e787350f474709b8d95affc8510b33d80789efda509dcccaa3c4c6221f937",
          "primary_metric": "r2",
          "rows": [],
          "scored_split": "test",
          "target": {
            "name": "age",
            "shape": "continuous-scalar",
            "unit": "years"
          },
          "track_id": "chronological_age/065e787350f4"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "bmi",
                "sex"
              ]
            },
            {
              "source": "nightingale",
              "stage": "00_00_visit",
              "variables": [
                "ApoA1",
                "ApoB",
                "ApoB_by_ApoA1",
                "Clinical_LDL_C",
                "GlycA",
                "HDL_C",
                "HDL_PL",
                "HDL_TG",
                "LDL_C",
                "LDL_PL",
                "LDL_TG",
                "MUFA",
                "Omega_3",
                "Omega_3_pct",
                "Omega_6",
                "PUFA",
                "PUFA_pct",
                "Remnant_C",
                "SFA",
                "Total_C",
                "Total_FA",
                "Total_PL",
                "Total_TG",
                "VLDL_C",
                "VLDL_PL",
                "VLDL_TG",
                "non_HDL_C"
              ]
            }
          ],
          "fingerprint": "0f1d6becdc52eb3370b3a12cdfc135cf18744988a3794f41f9d13ae1cb71c2e8",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10128,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.12365610226420853,
              "n_eval": 1542,
              "predictor": "hpp_curated_panel",
              "strategy": "sex_stratified_ridge_cv"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 10128,
              "input_modalities": [
                "nmr_metabolomics"
              ],
              "metric_name": "r2",
              "metric_value": 0.0822228872077928,
              "n_eval": 1542,
              "predictor": "hpp_curated_panel",
              "strategy": "sex_stratified_lightgbm_cv"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "age",
            "shape": "continuous-scalar",
            "unit": "years"
          },
          "track_id": "chronological_age/0f1d6becdc52"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "bmi",
                "sex"
              ]
            },
            {
              "source": "cgm",
              "stage": "00_00_visit",
              "variables": [
                "iglu_1st_quartile",
                "iglu_3rd_quartile",
                "iglu_above_140",
                "iglu_above_180",
                "iglu_above_250",
                "iglu_adrr",
                "iglu_auc",
                "iglu_below_54",
                "iglu_below_70",
                "iglu_cogi",
                "iglu_conga",
                "iglu_cv",
                "iglu_cv_measures_mean",
                "iglu_cv_measures_sd",
                "iglu_ea1c",
                "iglu_gmi",
                "iglu_grade",
                "iglu_grade_eugly",
                "iglu_grade_hyper",
                "iglu_grade_hypo",
                "iglu_gvp",
                "iglu_hbgi",
                "iglu_hyper_index",
                "iglu_hypo_index",
                "iglu_igc",
                "iglu_in_range_63_140",
                "iglu_in_range_70_180",
                "iglu_iqr",
                "iglu_j_index",
                "iglu_lbgi",
                "iglu_m_value",
                "iglu_mad",
                "iglu_mag",
                "iglu_mage",
                "iglu_mean",
                "iglu_median",
                "iglu_modd",
                "iglu_range",
                "iglu_sd",
                "iglu_sd_roc",
                "iglu_sdb",
                "iglu_sdbdm",
                "iglu_sddm",
                "iglu_sdhhmm",
                "iglu_sdw",
                "iglu_sdwsh"
              ]
            }
          ],
          "fingerprint": "32a28ddfec6f016ffea7d322882a2719d862ed0b4d6fd15387767875a6efeb5c",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11483,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.09430762657966218,
              "n_eval": 1745,
              "predictor": "cgm_iglu",
              "strategy": "sex_stratified_ridge_cv"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 11483,
              "input_modalities": [
                "cgm"
              ],
              "metric_name": "r2",
              "metric_value": 0.052917625618053354,
              "n_eval": 1745,
              "predictor": "cgm_iglu",
              "strategy": "sex_stratified_lightgbm_cv"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "age",
            "shape": "continuous-scalar",
            "unit": "years"
          },
          "track_id": "chronological_age/32a28ddfec6f"
        },
        {
          "allowed_information": [
            {
              "source": "anthropometrics",
              "stage": "00_00_visit",
              "variables": [
                "bmi",
                "sex"
              ]
            },
            {
              "source": "sleep",
              "stage": "00_00_visit",
              "variables": [
                "ahi",
                "heart_rate_mean_during_sleep",
                "odi",
                "percent_of_deep_sleep_time",
                "percent_of_rem_sleep_time",
                "rdi",
                "saturation_mean",
                "saturation_min_value",
                "sleep_efficiency",
                "total_sleep_time"
              ]
            }
          ],
          "fingerprint": "5a7bb9211288189bed0420d6f9b41f02c366f233f21b3ccb262bd6abfe8de1b3",
          "primary_metric": "r2",
          "rows": [
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9453,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.27282440753557247,
              "n_eval": 1430,
              "predictor": "hpp_curated_panel",
              "strategy": "sex_stratified_ridge_cv"
            },
            {
              "benchmark_claim": "transfer",
              "benchmark_role": "ranked",
              "cohort_n": 9453,
              "input_modalities": [
                "sleep"
              ],
              "metric_name": "r2",
              "metric_value": 0.24072770405767052,
              "n_eval": 1430,
              "predictor": "hpp_curated_panel",
              "strategy": "sex_stratified_lightgbm_cv"
            }
          ],
          "scored_split": "test",
          "target": {
            "name": "age",
            "shape": "continuous-scalar",
            "unit": "years"
          },
          "track_id": "chronological_age/5a7bb9211288"
        }
      ]
    },
    {
      "body_system": "framework",
      "label": "Intrinsic Geometry",
      "name": "intrinsic_geometry",
      "primary_metric": "rankme_normalized",
      "target_modality": "framework_diagnostic",
      "task_card": "intrinsic_geometry.md",
      "tracks": []
    },
    {
      "body_system": "framework",
      "label": "Participant Synthetic Regression",
      "name": "participant_synthetic_regression",
      "primary_metric": "r2",
      "target_modality": "framework_diagnostic",
      "task_card": "participant_synthetic_regression.md",
      "tracks": []
    },
    {
      "body_system": "framework",
      "label": "Synthetic Regression",
      "name": "synthetic_regression",
      "primary_metric": "r2",
      "target_modality": "framework_diagnostic",
      "task_card": "synthetic_regression.md",
      "tracks": []
    }
  ]
}
