Per-track results
Benchmark Tracks
fundus_vein_tortuosity_density/035ddd91730a
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | TabICL | 0.01852 | 1038 |
| 2 | HPP Curated Panel | TabPFN 3.5 | 0.01734 | 1038 |
| 3 | HPP Curated Panel | TabDPT | 0.01638 | 1038 |
| 4 | HPP Curated Panel | TabFM | 0.0144 | 1038 |
| 5 | HPP Curated Panel | Ridge | 0.01437 | 1038 |
| 6 | HPP Curated Panel | TabPFN v2 | 0.01354 | 1038 |
| 7 | HPP Curated Panel | RealMLP | 0.01253 | 1038 |
| 8 | HPP Curated Panel | TabSwift | 0.01174 | 1038 |
| 9 | HPP Curated Panel | Gradient-boosted trees | 0.01163 | 1038 |
fundus_vein_tortuosity_density/0f4a55d9057e
anthropometrics, watchpat_actigraphy, watchpat_hr, watchpat_pat, watchpat_spo2
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | Participant Embedding | Ridge | -0.001668 | 564 |
fundus_vein_tortuosity_density/111f8ffccdcb
anthropometrics, sleep
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | Gradient-boosted trees | 0.0009314 | 552 |
| 2 | HPP Curated Panel | TabDPT | 0.0008168 | 552 |
| 3 | HPP Curated Panel | Ridge | -0.00105 | 552 |
| 4 | HPP Curated Panel | RealMLP | -0.001199 | 552 |
| 5 | HPP Curated Panel | TabPFN v2 | -0.00142 | 552 |
| 6 | HPP Curated Panel | TabPFN 3.5 | -0.002828 | 552 |
| 7 | HPP Curated Panel | TabSwift | -0.003024 | 552 |
| 8 | HPP Curated Panel | TabICL | -0.007014 | 552 |
| 9 | HPP Curated Panel | TabFM | -0.007787 | 552 |
fundus_vein_tortuosity_density/545491a6a112
anthropometrics, sleep
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | Ridge | 0.0135 | 965 |
| 2 | HPP Curated Panel | TabPFN 3.5 | 0.01228 | 965 |
| 3 | HPP Curated Panel | TabSwift | 0.01115 | 965 |
| 4 | HPP Curated Panel | TabPFN v2 | 0.01051 | 965 |
| 5 | HPP Curated Panel | TabDPT | 0.009711 | 965 |
| 6 | HPP Curated Panel | RealMLP | 0.00861 | 965 |
| 7 | HPP Curated Panel | TabFM | 0.008198 | 965 |
| 8 | HPP Curated Panel | Gradient-boosted trees | 0.007309 | 965 |
| 9 | HPP Curated Panel | TabICL | 0.005631 | 965 |
fundus_vein_tortuosity_density/55b31365cd40
anthropometrics, nightingale
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | Gradient-boosted trees | 0.01605 | 804 |
| 2 | HPP Curated Panel | Ridge | 0.01473 | 804 |
| 3 | HPP Curated Panel | TabICL | 0.0146 | 804 |
| 4 | HPP Curated Panel | TabSwift | 0.01424 | 804 |
| 5 | HPP Curated Panel | TabDPT | 0.01391 | 804 |
| 6 | HPP Curated Panel | TabPFN 3.5 | 0.01345 | 804 |
| 7 | HPP Curated Panel | RealMLP | 0.0124 | 804 |
| 8 | HPP Curated Panel | TabFM | 0.01232 | 804 |
| 9 | HPP Curated Panel | TabPFN v2 | 0.01095 | 804 |
fundus_vein_tortuosity_density/56b6e6774bc6
anthropometrics, cgm
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | CGM Iglu | TabPFN 3.5 | 0.007634 | 928 |
| 2 | CGM Iglu | TabPFN v2 | 0.007153 | 928 |
| 3 | CGM Iglu | Ridge | 0.006866 | 928 |
| 4 | CGM Iglu | Gradient-boosted trees | 0.006147 | 928 |
| 5 | CGM Iglu | RealMLP | 0.005258 | 928 |
| 6 | CGM Iglu | TabFM | 0.004111 | 928 |
| 7 | CGM Iglu | TabICL | 0.002383 | 928 |
| 8 | CGM Iglu | TabSwift | 0.001816 | 928 |
| 9 | CGM Iglu | TabDPT | 0.0009901 | 928 |
| 10 | Participant Embedding | Ridge | -9.893e-06 | 928 |
fundus_vein_tortuosity_density/6ac6c0ea3668
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | RealMLP | 0.01042 | 463 |
| 2 | HPP Curated Panel | TabPFN v2 | 0.006637 | 463 |
| 3 | HPP Curated Panel | TabSwift | 0.00626 | 463 |
| 4 | HPP Curated Panel | TabPFN 3.5 | 0.005789 | 463 |
| 5 | HPP Curated Panel | Ridge | 0.004953 | 463 |
| 6 | HPP Curated Panel | Gradient-boosted trees | 0.004189 | 463 |
| 7 | HPP Curated Panel | TabDPT | 0.003762 | 463 |
| 8 | HPP Curated Panel | TabFM | 0.00291 | 463 |
| 9 | HPP Curated Panel | TabICL | 0.001109 | 463 |
fundus_vein_tortuosity_density/6f40f1f773eb
anthropometrics, ecg_signal
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | Participant Embedding | Ridge | 0.001543 | 610 |