In-hospital mortality prediction on In-hospital Mortality
94AUROCEHR-RAGp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EHR-RAGpprototype-guided refinement=true2026.05 | 94 | 71.6 | |
| Vanilla EHR-RAGpprototype-guided refinement=false2026.05 | 93.9 | 71 | |
| ModernBERT2026.05 | 93.7 | 71.3 | |
| RoFormer2026.05 | 93.5 | 70.1 | |
| DescEmbvariant=BERT-FT2026.05 | 93.3 | 69.3 | |
| CEHR-BERT2026.05 | 93.3 | 70 | |
| GenHPF2026.05 | 93.2 | 70.6 | |
| BigBird2026.05 | 93.1 | 69 | |
| BEHRT2026.05 | 92.5 | 67.4 | |
| EHRMamba2026.05 | 92.5 | 64 | |
| RoBERTa2026.05 | 92.5 | 67.1 | |
| LongFormer2026.05 | 92.2 | 64.5 | |
| DescEmb*‡variant=CLS-FT2026.05 | 91.1 | 63.1 | |
| Med-BERT2026.05 | 90.7 | 60.9 | |
| Hi-BEHRT2026.05 | 89.7 | 58.5 | |
| REMed2026.05 | 86.7 | 46.8 |