Multimodal Clinical Prediction on MIMIC-IV
83.6AUROC (48h IHM)TRACE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TRACEModality combination=Vital & Notes & CXR2026.06 | 83.6 | 48.99 | 82.12 | 75.54 | 75.94 | 34.93 | 80.55 | 53.15 | |
| TRACEModality combination=Vital & Notes & CXR & ECG2026.06 | 81.68 | 43.57 | 81.21 | 75.5 | 76.14 | 38.94 | 79.67 | 52.67 | |
| FuseMoEModality combination=Vital & Notes & CXR2026.06 | 81.33 | 43.19 | 79.79 | 74.84 | 75.54 | 31.93 | 78.89 | 49.99 | |
| FuseMoEModality combination=Vital & Notes & CXR & ECG2026.06 | 81.09 | 44.05 | 80.04 | 74.78 | 74.76 | 32.63 | 78.63 | 50.49 | |
| HAIMModality combination=Vital & Notes & CXR2026.06 | 78.87 | 39.78 | 82.46 | 72.75 | 63.57 | 42.8 | 74.97 | 51.78 | |
| HAIMModality combination=Vital & Notes & CXR & ECG2026.06 | 78.87 | 39.78 | 82.46 | 72.75 | 63.82 | 43.2 | 75.05 | 51.91 |