| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MIMIC-III | Graph-Walker | Macro ROC AUC69.51 | 28 | 1mo ago | |
| MIMIC-IV | MedM2T | MAD2.33 | 26 | 2mo ago | |
| Long LOS 7d | EHR-RAGp | AUROC0.885 | 16 | 21d ago | |
| eICU-LOS (test) | MILM-2S | AUROC66.05 | 15 | 20d ago | |
| MIMIC-IV-LOS (test) | MILM-2S | AUROC0.7882 | 15 | 20d ago | |
| eICU-CRD (test) | RMSE3.996 | 15 | 2mo ago | ||
| Length of Stay (test) | SMART | Macro ROC AUC70.29 | 10 | 3mo ago | |
| MIMIC III Admission Notes v1.4 (test) | CORe All | macro-averaged AUROC72.53 | 10 | 3mo ago | |
| MIMIC to PPICU (Transfer Learning) | Record2Vec | MAE0.49 | 7 | 2mo ago | |
| HiRID to PPICU Transfer Learning | Record2Vec | MAE0.69 | 7 | 2mo ago | |
| eICU | TPC | MAD1.78 | 7 | 3mo ago | |
| MIMIC-IV (fine-tuning) | - | - | 0 | 3mo ago | |
| MIMIC-IV (test) | - | MAD- | 0 | 3mo ago | |
| eICU (test) | - | MAD- | 0 | 3mo ago |
