ICU readmission prediction on ICU-Readmit 30d
0.747AUROCEHR-RAGp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EHR-RAGpprototype-guided refinement=true2026.05 | 0.747 | 0.156 | |
| Vanilla EHR-RAGpprototype-guided refinement=false2026.05 | 0.742 | 0.146 | |
| ModernBERT2026.05 | 0.74 | 0.137 | |
| RoFormer2026.05 | 0.739 | 0.142 | |
| BEHRT2026.05 | 0.737 | 0.133 | |
| LongFormer2026.05 | 0.736 | 0.123 | |
| RoBERTa2026.05 | 0.734 | 0.141 | |
| EHRMamba2026.05 | 0.725 | 0.13 | |
| BigBird2026.05 | 0.724 | 0.133 | |
| CEHR-BERT2026.05 | 0.718 | 0.133 | |
| Med-BERT2026.05 | 0.715 | 0.106 | |
| GenHPF2026.05 | 0.705 | 0.134 | |
| DescEmbvariant=BERT-FT2026.05 | 0.66 | 0.096 | |
| DescEmb*‡variant=CLS-FT2026.05 | 0.632 | 0.098 | |
| Hi-BEHRT2026.05 | 0.596 | 0.055 | |
| REMed2026.05 | 0.535 | 0.044 |