| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MIMIC-III | Graph-Walker | Macro ROC AUC69.51 | 28 | 1mo ago | |
| MIMIC-IV | MedM2T | MAD2.33 | 26 | 4mo ago | |
| Long LOS 7d | EHR-RAGp | AUROC0.885 | 16 | 2mo ago | |
| eICU-LOS (test) | MILM-2S | AUROC66.05 | 15 | 2mo ago | |
| MIMIC-IV-LOS (test) | MILM-2S | AUROC0.7882 | 15 | 2mo ago | |
| eICU-CRD (test) | RMSE3.996 | 15 | 4mo ago | ||
| MIMIC-III (test) | Query-Based Model Collaboration | RMSE13.11 | 13 | 26d ago | |
| Length of Stay (test) | SMART | Macro ROC AUC70.29 | 10 | 5mo ago | |
| MIMIC III Admission Notes v1.4 (test) | CORe All | macro-averaged AUROC72.53 | 10 | 5mo ago | |
| MIMIC-IV | GraphCARE | Kappa29.8 | 9 | 1mo ago | |
| MIMIC to PPICU (Transfer Learning) | Record2Vec | MAE0.49 | 7 | 4mo ago | |
| HiRID to PPICU Transfer Learning | Record2Vec | MAE0.69 | 7 | 4mo ago | |
| eICU | TPC | MAD1.78 | 7 | 4mo ago | |
| MIMIC-IV | HyMaTE | AUROC0.802 | 5 | 1mo ago | |
| ICSPR-Stroke | Neuro-JEPA | Macro AUROC75.4 | 4 | 1mo ago | |
| LOS dataset | CLMBR-T-Base | AUROC70.46 | 1 | 18d ago | |
| MIMIC-IV (fine-tuning) | - | - | 0 | 5mo ago | |
| MIMIC-IV (test) | - | MAD- | 0 | 5mo ago | |
| eICU (test) | - | MAD- | 0 | 5mo ago |
