48-hour In-Hospital Mortality (48-IHM) on MIMIC IV
85.24AUCConfSMoE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ConfSMoEVariant=T2025.05 | 85.24 | 49.18 | — | |
| ConfSMoEVariant=E2025.05 | 85.09 | 48.32 | — | |
| TRACEModality=vital-sign and clinical-note2026.06 | 83.29 | 47.07 | — | |
| LlMoE2025.05 | 82.97 | 43.76 | — | |
| FuseMoEModality=vital-sign and clinical-note2026.06 | 82.83 | 46.93 | — | |
| MAESTROModality=vital-sign and clinical-note2026.06 | 81.86 | 35.07 | — | |
| FLAMESetting=Multitask (per dataset)2026.05 | 81.7 | — | 45 | |
| FLAMESetting=Multitask (all datasets)2026.05 | 81.5 | — | 47 | |
| HighMMTSetting=Single Task2026.05 | 80.9 | — | 48 | |
| FLAMESetting=Single Task2026.05 | 80.8 | — | 49.2 | |
| FlexMoE2025.05 | 80.45 | 35.29 | — | |
| mmFormer2025.05 | 80.43 | 45.39 | — | |
| FuseMoESetting=Single Task2026.05 | 79.8 | — | 44.4 | |
| HAIMModality=vital-sign and clinical-note2026.06 | 79.65 | 39.79 | — | |
| FlexMoESetting=Single Task2026.05 | 78.9 | — | 44.5 | |
| TFNModality=vital-sign and clinical-note2026.06 | 78.76 | 40.61 | — | |
| ShaSpec2025.05 | 78.29 | 32.97 | — | |
| FuseMoEScale=L2025.05 | 78.05 | 40.21 | — | |
| SMIL2025.05 | 76.6 | 39.58 | — | |
| MulTModality=vital-sign and clinical-note2026.06 | 75.95 | 38.81 | — | |
| MAGModality=vital-sign and clinical-note2026.06 | 75.82 | 42.55 | — | |
| MISTSModality=vital-sign and clinical-note2026.06 | 75.06 | 45.61 | — | |
| FuseMoEScale=S2025.05 | 71.34 | 30.14 | — | |
| TF2025.05 | 67.08 | 11.6 | — |