Per-track results
Benchmark Tracks
fundus_artery_tortuosity_density/090e1b812c27
anthropometrics, sleep
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | Ridge | 0.02561 | 965 |
| 2 | HPP Curated Panel | TabPFN v2 | 0.0246 | 965 |
| 3 | HPP Curated Panel | TabPFN 3.5 | 0.02216 | 965 |
| 4 | HPP Curated Panel | TabSwift | 0.02196 | 965 |
| 5 | HPP Curated Panel | TabICL | 0.02004 | 965 |
| 6 | HPP Curated Panel | TabDPT | 0.01949 | 965 |
| 7 | HPP Curated Panel | RealMLP | 0.01868 | 965 |
| 8 | HPP Curated Panel | TabFM | 0.01862 | 965 |
| 9 | HPP Curated Panel | Gradient-boosted trees | 0.01487 | 965 |
fundus_artery_tortuosity_density/189c37d592a0
anthropometrics, cgm
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | CGM Iglu | TabPFN v2 | 0.01837 | 928 |
| 2 | CGM Iglu | TabPFN 3.5 | 0.01492 | 928 |
| 3 | CGM Iglu | TabFM | 0.01334 | 928 |
| 4 | CGM Iglu | Ridge | 0.01322 | 928 |
| 5 | CGM Iglu | TabICL | 0.01284 | 928 |
| 6 | CGM Iglu | TabDPT | 0.01148 | 928 |
| 7 | CGM Iglu | TabSwift | 0.01087 | 928 |
| 8 | CGM Iglu | Gradient-boosted trees | 0.007376 | 928 |
| 9 | CGM Iglu | RealMLP | 0.001306 | 928 |
| 10 | Participant Embedding | Ridge | -0.001452 | 928 |
fundus_artery_tortuosity_density/59dad41c9921
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 | 0.008512 | 564 |
fundus_artery_tortuosity_density/6c1714a6efdd
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | TabPFN v2 | 0.02497 | 463 |
| 2 | HPP Curated Panel | TabFM | 0.02491 | 463 |
| 3 | HPP Curated Panel | RealMLP | 0.02477 | 463 |
| 4 | HPP Curated Panel | TabICL | 0.02236 | 463 |
| 5 | HPP Curated Panel | Ridge | 0.02226 | 463 |
| 6 | HPP Curated Panel | TabPFN 3.5 | 0.02188 | 463 |
| 7 | HPP Curated Panel | TabDPT | 0.02184 | 463 |
| 8 | HPP Curated Panel | TabSwift | 0.01982 | 463 |
| 9 | HPP Curated Panel | Gradient-boosted trees | 0.01534 | 463 |
fundus_artery_tortuosity_density/70005b21314e
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | Ridge | 0.01657 | 1038 |
| 2 | HPP Curated Panel | TabPFN v2 | 0.01344 | 1038 |
| 3 | HPP Curated Panel | TabPFN 3.5 | 0.01178 | 1038 |
| 4 | HPP Curated Panel | TabDPT | 0.01029 | 1038 |
| 5 | HPP Curated Panel | Gradient-boosted trees | 0.009991 | 1038 |
| 6 | HPP Curated Panel | TabFM | 0.008331 | 1038 |
| 7 | HPP Curated Panel | TabICL | 0.00812 | 1038 |
| 8 | HPP Curated Panel | TabSwift | 0.006713 | 1038 |
| 9 | HPP Curated Panel | RealMLP | 0.006259 | 1038 |
fundus_artery_tortuosity_density/7cfd976fff23
anthropometrics, sleep
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | TabPFN v2 | 0.03094 | 552 |
| 2 | HPP Curated Panel | TabFM | 0.02549 | 552 |
| 3 | HPP Curated Panel | TabSwift | 0.02272 | 552 |
| 4 | HPP Curated Panel | Gradient-boosted trees | 0.0218 | 552 |
| 5 | HPP Curated Panel | RealMLP | 0.02174 | 552 |
| 6 | HPP Curated Panel | TabPFN 3.5 | 0.02079 | 552 |
| 7 | HPP Curated Panel | TabDPT | 0.02077 | 552 |
| 8 | HPP Curated Panel | Ridge | 0.01811 | 552 |
| 9 | HPP Curated Panel | TabICL | 0.01433 | 552 |
fundus_artery_tortuosity_density/a0bbf8d3e9f4
anthropometrics, ecg_signal
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | Participant Embedding | Ridge | -0.001365 | 610 |
fundus_artery_tortuosity_density/a4fb341a501f
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 | 0.02432 | 804 |
| 2 | HPP Curated Panel | TabPFN 3.5 | 0.02293 | 804 |
| 3 | HPP Curated Panel | TabPFN v2 | 0.02273 | 804 |
| 4 | HPP Curated Panel | RealMLP | 0.02242 | 804 |
| 5 | HPP Curated Panel | Ridge | 0.0216 | 804 |
| 6 | HPP Curated Panel | TabDPT | 0.02081 | 804 |
| 7 | HPP Curated Panel | TabSwift | 0.01993 | 804 |
| 8 | HPP Curated Panel | TabICL | 0.01887 | 804 |
| 9 | HPP Curated Panel | TabFM | 0.01752 | 804 |