Length of stay prediction on Long LOS 7d
0.885AUROCEHR-RAGp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EHR-RAGpprototype-guided refinement=true2026.05 | 0.885 | 0.628 | |
| Vanilla EHR-RAGpprototype-guided refinement=false2026.05 | 0.879 | 0.618 | |
| RoFormer2026.05 | 0.872 | 0.568 | |
| ModernBERT2026.05 | 0.869 | 0.597 | |
| EHRMamba2026.05 | 0.865 | 0.578 | |
| BigBird2026.05 | 0.864 | 0.559 | |
| LongFormer2026.05 | 0.855 | 0.546 | |
| GenHPF2026.05 | 0.85 | 0.482 | |
| DescEmbvariant=BERT-FT2026.05 | 0.849 | 0.48 | |
| RoBERTa2026.05 | 0.842 | 0.476 | |
| CEHR-BERT2026.05 | 0.838 | 0.447 | |
| BEHRT2026.05 | 0.831 | 0.439 | |
| DescEmb*‡variant=CLS-FT2026.05 | 0.815 | 0.403 | |
| Med-BERT2026.05 | 0.802 | 0.387 | |
| REMed2026.05 | 0.8 | 0.363 | |
| Hi-BEHRT2026.05 | 0.775 | 0.355 |