Clinical Risk Prediction on MIMIC-IV ICareFM Track 2 (admission cohort)
88.3Hospital Mortality (AUROC)LSTM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LSTMObservation window=24h2026.05 | 88.3 | 90.7 | 89.5 | 87.7 | 86.1 | 84.4 | 83.3 | 82.1 | 86.5 | |
| TCNObservation window=24h2026.05 | 87.9 | 90.5 | 89.4 | 87.5 | 85.8 | 84 | 82.9 | 81.6 | 86.2 | |
| Clin-JEPAInput context=hist+fut, Observation window=24h2026.05 | 87.5 | 90.9 | 89 | 87 | 85.4 | 83.6 | 91.9 | 91 | 88.3 | |
| V-JEPA 2-ACInput context=hist+fut, Observation window=24h2026.05 | 87 | 90.4 | 88.5 | 86.7 | 85 | 83.1 | 91.8 | 86.7 | 87.4 | |
| SFT w/o JEPAInput context=hist+fut, Observation window=24h2026.05 | 86.9 | 90.6 | 88.8 | 86.7 | 85.4 | 83.5 | 91.5 | 87.7 | 87.6 | |
| Clin-JEPAInput context=hist-only, Observation window=24h2026.05 | 86.7 | 89.6 | 87.7 | 86.5 | 84.9 | 83.4 | 84.2 | 88.4 | 86.4 | |
| LightGBMObservation window=24h2026.05 | 86.6 | 89.7 | 88.2 | 86 | 84.3 | 82.4 | 82.2 | 84.2 | 85.5 | |
| V-JEPA 2-ACInput context=hist-only, Observation window=24h2026.05 | 85.9 | 89.3 | 87.2 | 85.9 | 84.4 | 82.7 | 83.9 | 85.6 | 85.6 | |
| SFT w/o JEPAInput context=hist-only, Observation window=24h2026.05 | 85 | 88.9 | 60.2 | 86.1 | 84.5 | 82.8 | 83.8 | 85.8 | 82.1 | |
| RidgeObservation window=24h2026.05 | 80.2 | 82.8 | 80 | 79.5 | 78.3 | 77.9 | 74.1 | 77.4 | 78.8 |