Phenotyping (25-label) on MIMIC-IV
75AUROCTRACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACEModality=vital-sign and clinical-note2026.06 | 75 | 33.13 | — | |
| ConfSMoEVariant=T2025.05 | 74.56 | 28.67 | — | |
| ConfSMoEVariant=E2025.05 | 74.42 | 28.54 | — | |
| MAESTROModality=vital-sign and clinical-note2026.06 | 74.18 | 30.55 | — | |
| FuseMoEModality=vital-sign and clinical-note2026.06 | 73.8 | 28.43 | — | |
| LlMoE2025.05 | 72.5 | 25.38 | — | |
| FlexMoE2025.05 | 71.57 | 24.61 | — | |
| mmFormer2025.05 | 70.33 | 26.15 | — | |
| MAGModality=vital-sign and clinical-note2026.06 | 69.55 | 27.86 | — | |
| MISTSModality=vital-sign and clinical-note2026.06 | 69.45 | 28.59 | — | |
| TFNModality=vital-sign and clinical-note2026.06 | 69.18 | 28.52 | — | |
| MulTModality=vital-sign and clinical-note2026.06 | 66.58 | 28.55 | — | |
| SMIL2025.05 | 63.9 | 27.77 | — | |
| HAIMModality=vital-sign and clinical-note2026.06 | 63.39 | 42.13 | — | |
| ShaSpec2025.05 | 62.57 | 25.53 | — | |
| FuseMoEScale=L2025.05 | 58.52 | 12.25 | — | |
| TF2025.05 | 56.28 | 26.52 | — | |
| FuseMoEScale=S2025.05 | 55.48 | 12.45 | — | |
| Clinical Model (Real)Training Data Source=Real, Evaluation Protocol=TSTR2026.03 | 0 | 0 | 0 | |
| CoogeeTraining Data Source=Synthetic, Evaluation Protocol=TSTR2026.03 | 0 | 0 | 0 |