Length of Stay (LOS) on MIMIC-IV
77.6F1 ScoreTRACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACEModality=vital-sign and clinical-note2026.06 | 77.6 | 81.44 | — | |
| FuseMoEModality=vital-sign and clinical-note2026.06 | 75.08 | 80.86 | — | |
| TFNModality=vital-sign and clinical-note2026.06 | 73.84 | 80.71 | — | |
| HAIMModality=vital-sign and clinical-note2026.06 | 73.81 | 82.58 | — | |
| MAESTROModality=vital-sign and clinical-note2026.06 | 73.61 | 79.5 | — | |
| MulTModality=vital-sign and clinical-note2026.06 | 73.45 | 81.36 | — | |
| MISTSModality=vital-sign and clinical-note2026.06 | 73.01 | 80.56 | — | |
| MAGModality=vital-sign and clinical-note2026.06 | 72.51 | 81.13 | — | |
| ConfSMoEVariant=E2025.05 | 61.35 | 77.85 | — | |
| ConfSMoEVariant=T2025.05 | 61.33 | 78.22 | — | |
| LlMoE2025.05 | 59.03 | 76.17 | — | |
| SMIL2025.05 | 58.52 | 75.86 | — | |
| FuseMoEScale=L2025.05 | 58.31 | 72.59 | — | |
| FuseMoEScale=S2025.05 | 57.59 | 72.59 | — | |
| mmFormer2025.05 | 57.06 | 74.65 | — | |
| FlexMoE2025.05 | 56.96 | 74.81 | — | |
| ShaSpec2025.05 | 56.22 | 72.22 | — | |
| TF2025.05 | 42.01 | 64.11 | — | |
| UniRReasoning module=Readmission + LOS2025.05 | 18.32 | — | 61.75 | |
| UniRReasoning module=LOS2025.05 | 16.25 | — | 67.77 | |
| Backbone onlyReasoning module=-2025.05 | 5.92 | — | 9.64 |