fundus_vein_average_width/0c924bad7474
anthropometrics, ecg_signal
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | Participant Embedding | Ridge | 0.01085 | 610 |
ophthalmic_retinal · fundus_imaging
Fundus Vein Average Width
Valid comparisons for this clinically grounded task are grouped by fixed information set.
Per-track results
Benchmark Tracks
fundus_vein_average_width/3b80c944fd5b
anthropometrics, nightingale
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | HPP Curated Panel | TabPFN v2 | 0.0802 | 804 |
| 2 | HPP Curated Panel | TabPFN 3.5 | 0.0785 | 804 |
| 3 | HPP Curated Panel | RealMLP | 0.07565 | 804 |
| 4 | HPP Curated Panel | TabSwift | 0.07547 | 804 |
| 5 | HPP Curated Panel | TabDPT | 0.07265 | 804 |
| 6 | HPP Curated Panel | TabICL | 0.06866 | 804 |
| 7 | HPP Curated Panel | TabFM | 0.0642 | 804 |
| 8 | HPP Curated Panel | Gradient-boosted trees | 0.05229 | 804 |
| 9 | HPP Curated Panel | Ridge | 0.04931 | 804 |
fundus_vein_average_width/5175d39e85b4
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 | 0.01584 | 564 |
fundus_vein_average_width/af38c05e30fb
anthropometrics, cgm
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | CGM Iglu | TabPFN v2 | 0.04836 | 928 |
| 2 | CGM Iglu | TabSwift | 0.04814 | 928 |
| 3 | CGM Iglu | RealMLP | 0.04609 | 928 |
| 4 | CGM Iglu | TabICL | 0.04554 | 928 |
| 5 | CGM Iglu | TabPFN 3.5 | 0.04469 | 928 |
| 6 | CGM Iglu | TabDPT | 0.04284 | 928 |
| 7 | CGM Iglu | TabFM | 0.04159 | 928 |
| 8 | CGM Iglu | Gradient-boosted trees | 0.03862 | 928 |
| 9 | CGM Iglu | Ridge | 0.02372 | 928 |
| 10 | Participant Embedding | Ridge | 0.01084 | 928 |
fundus_vein_average_width/bb609851ec7b
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | HPP Curated Panel | TabDPT | 0.02853 | 463 |
| 2 | HPP Curated Panel | Ridge | 0.02458 | 463 |
| 3 | HPP Curated Panel | TabFM | 0.02398 | 463 |
| 4 | HPP Curated Panel | TabPFN v2 | 0.02293 | 463 |
| 5 | HPP Curated Panel | TabICL | 0.02179 | 463 |
| 6 | HPP Curated Panel | RealMLP | 0.02069 | 463 |
| 7 | HPP Curated Panel | TabPFN 3.5 | 0.0186 | 463 |
| 8 | HPP Curated Panel | Gradient-boosted trees | 0.01459 | 463 |
| 9 | HPP Curated Panel | TabSwift | 0.01348 | 463 |
fundus_vein_average_width/c5e2ecf03ea7
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | HPP Curated Panel | TabPFN v2 | 0.08497 | 1038 |
| 2 | HPP Curated Panel | TabDPT | 0.08236 | 1038 |
| 3 | HPP Curated Panel | TabPFN 3.5 | 0.08022 | 1038 |
| 4 | HPP Curated Panel | TabICL | 0.07941 | 1038 |
| 5 | HPP Curated Panel | TabSwift | 0.07747 | 1038 |
| 6 | HPP Curated Panel | RealMLP | 0.07688 | 1038 |
| 7 | HPP Curated Panel | TabFM | 0.07672 | 1038 |
| 8 | HPP Curated Panel | Gradient-boosted trees | 0.06789 | 1038 |
| 9 | HPP Curated Panel | Ridge | 0.04634 | 1038 |
fundus_vein_average_width/c85e128c5446
anthropometrics, sleep
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | HPP Curated Panel | Ridge | 0.03188 | 552 |
| 2 | HPP Curated Panel | TabDPT | 0.03173 | 552 |
| 3 | HPP Curated Panel | RealMLP | 0.03169 | 552 |
| 4 | HPP Curated Panel | TabPFN v2 | 0.03147 | 552 |
| 5 | HPP Curated Panel | TabSwift | 0.03023 | 552 |
| 6 | HPP Curated Panel | Gradient-boosted trees | 0.02915 | 552 |
| 7 | HPP Curated Panel | TabFM | 0.02758 | 552 |
| 8 | HPP Curated Panel | TabICL | 0.02549 | 552 |
| 9 | HPP Curated Panel | TabPFN 3.5 | 0.02487 | 552 |
fundus_vein_average_width/dfbcd45571ad
anthropometrics, sleep
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|---|---|---|---|
| 1 | HPP Curated Panel | TabPFN v2 | 0.07976 | 965 |
| 2 | HPP Curated Panel | TabSwift | 0.07613 | 965 |
| 3 | HPP Curated Panel | TabDPT | 0.07578 | 965 |
| 4 | HPP Curated Panel | RealMLP | 0.07564 | 965 |
| 5 | HPP Curated Panel | TabFM | 0.07544 | 965 |
| 6 | HPP Curated Panel | TabPFN 3.5 | 0.07126 | 965 |
| 7 | HPP Curated Panel | TabICL | 0.07038 | 965 |
| 8 | HPP Curated Panel | Gradient-boosted trees | 0.06518 | 965 |
| 9 | HPP Curated Panel | Ridge | 0.03694 | 965 |