Mortality prediction on 1YR Mortality
82.1AUROCEHR-RAGp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EHR-RAGpprototype-guided refinement=true2026.05 | 82.1 | 39.6 | |
| Vanilla EHR-RAGpprototype-guided refinement=false2026.05 | 81.4 | 38.1 | |
| ModernBERT2026.05 | 80.7 | 37 | |
| RoFormer2026.05 | 79.8 | 36.4 | |
| LongFormer2026.05 | 78.9 | 35.6 | |
| BigBird2026.05 | 78.7 | 35.5 | |
| GenHPF2026.05 | 78.1 | 34.5 | |
| RoBERTa2026.05 | 78.1 | 34.5 | |
| CEHR-BERT2026.05 | 77.8 | 34.2 | |
| BEHRT2026.05 | 77.1 | 33.7 | |
| DescEmbvariant=BERT-FT2026.05 | 76.6 | 32.9 | |
| EHRMamba2026.05 | 75.7 | 30.3 | |
| Med-BERT2026.05 | 74.9 | 30.5 | |
| DescEmb*‡variant=CLS-FT2026.05 | 74 | 30.4 | |
| Hi-BEHRT2026.05 | 70 | 25.4 | |
| REMed2026.05 | 62.2 | 18.5 |