UK Biobank
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | UK Biobank (test) | MAE1.51 | 18 | |
| Multi-label classification | UK Biobank (test) | AUC0.8491 | 18 | |
| Cardiac Phenotype Regression | UK Biobank ECG (test) | LVEDV Error-4.86 | 12 | |
| COPD classification | UK Biobank | AUROC89.77 | 11 | |
| Cardiac Phenotype Prediction | UK BioBank | LVM (g)17.103 | 11 | |
| Survival Analysis | UK Biobank Diabetes | C-index80.2 | 10 | |
| myeloma prediction | UK Biobank Proteomic (test) | AUROC0.913 | 10 | |
| Disease Prediction (I21) | UK Biobank I21 2018 | AUPRC0.045 | 10 | |
| Disease Prediction (G45) | UK Biobank G45 target tasks 2018 | AUPRC0.021 | 10 | |
| Disease Prediction (J45) | UK Biobank J45 target tasks 2018 | AUPRC3.8 | 10 | |
| Disease Prediction (J44) | UK Biobank J44 2018 (target tasks) | AUPRC12.6 | 10 | |
| Right Ventricular End Diastolic Volume (RVEDV) Estimation | UK Biobank | Mean Difference (mL)0.2 | 8 | |
| Right Ventricular Ejection Fraction (RVEF) Estimation | UK Biobank | Mean Difference (%)0 | 8 | |
| Left Ventricular Mass (LVM) Estimation | UK Biobank | Mean Difference (g)0.2 | 8 | |
| Left Ventricular Ejection Fraction (LVEF) Estimation | UK Biobank | MD (%)0.1 | 8 | |
| Clinical event forecasting | UK Biobank 365d | AUROC75.6 | 7 | |
| Clinical event forecasting | UK Biobank 180d | AUROC0.771 | 7 | |
| Clinical event forecasting | UK Biobank 90d | AUROC0.782 | 7 | |
| Clinical event forecasting | UK Biobank 30d | AUROC78.9 | 7 | |
| DR Classification | UK Biobank | F1 Score53.36 | 6 | |
| AMD Classification | UK Biobank | F1 Score64.58 | 6 | |
| DR screening | UK Biobank External (val) | F1 Score53.36 | 6 | |
| AMD screening | UK Biobank External (val) | F1 Score64.58 | 6 | |
| Disease Classification | UK Biobank CAD (test) | AUC-ROC0.737 | 6 | |
| Longitudinal risk modeling | UK Biobank | AUC (365d)77.3 | 6 |
Showing 25 of 59 rows