In-hospital mortality prediction on MIMIC-III continual protocol (B) demographic shift
0.85AUROC (Full-data UB)Tree of Concepts
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Tree of ConceptsReplay=Yes2026.04 | 0.85 | 0.76 | 0.8 | |
| XGBoostReplay=No2026.04 | 0.84 | 0.7 | 0.77 | |
| XGBoostReplay=Yes2026.04 | 0.84 | 0.74 | 0.78 | |
| FT-TransformerReplay=No2026.04 | 0.83 | 0.68 | 0.76 | |
| FT-TransformerReplay=Yes2026.04 | 0.83 | 0.71 | 0.77 | |
| Decision TreeReplay=No2026.04 | 0.77 | 0.52 | 0.68 | |
| Decision TreeReplay=Yes2026.04 | 0.77 | 0.58 | 0.69 |