Stay-level clinical risk prediction on MIMIC-IV admission cohort
54.9Hospital Mortality AUPRCLSTM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LSTMModel=LSTM2026.05 | 54.9 | 53.7 | 49 | 52.3 | 56.7 | 60.3 | 45.6 | 80.5 | 56.6 | |
| Clin-JEPAModel=Clin-JEPA, Temporal aggregation=hist+fut2026.05 | 53.9 | 54.2 | 54.9 | 52.1 | 55.9 | 59 | 60.4 | 90.6 | 60.1 | |
| TCNModel=TCN2026.05 | 53.8 | 52.8 | 47.8 | 51.2 | 55.4 | 59.3 | 45.1 | 79.7 | 55.6 | |
| SFT w/o JEPAModel=SFT w/o JEPA, Temporal aggregation=hist+fut2026.05 | 52.6 | 54.2 | 54.2 | 52.7 | 56.9 | 58.7 | 57.3 | 87.3 | 59.2 | |
| V-JEPA 2-ACModel=V-JEPA 2-AC, Temporal aggregation=hist+fut2026.05 | 52.4 | 51.7 | 51.9 | 52.3 | 54.8 | 57.3 | 57.5 | 86.3 | 58 | |
| LightGBMModel=LightGBM2026.05 | 49.9 | 50.2 | 43.4 | 48 | 52.3 | 55.7 | 42.3 | 82.5 | 53 | |
| Clin-JEPAModel=Clin-JEPA, Temporal aggregation=hist-only2026.05 | 49.5 | 48.5 | 43.3 | 47.9 | 53.4 | 57.3 | 45.9 | 87.8 | 54.2 | |
| V-JEPA 2-ACModel=V-JEPA 2-AC, Temporal aggregation=hist-only2026.05 | 47.2 | 46.5 | 40.2 | 46.3 | 52 | 56.1 | 45.2 | 85 | 52.3 | |
| SFT w/o JEPAModel=SFT w/o JEPA, Temporal aggregation=hist-only2026.05 | 44.4 | 45 | 9.9 | 47.7 | 52.8 | 56.4 | 44.2 | 85.3 | 48.2 | |
| RidgeModel=Ridge2026.05 | 35.9 | 32.8 | 26.5 | 32.7 | 39.4 | 46.4 | 31 | 75.5 | 40 |