Mortality risk prediction on ARF (Acute Respiratory Failure) cohort (test)
0.86AUROCXGBoost
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoostModel Type=XGBoost, Training Strategy=Source2025.12 | 0.86 | 0.52 | |
| XGBoost-based transfer learningModel Type=XGBoost, Training Strategy=Transfer Learning2025.12 | 0.86 | 0.51 | |
| GLMModel Type=GLM, Training Strategy=Source2025.12 | 0.84 | 0.44 | |
| GLM-based transfer learningModel Type=GLM, Training Strategy=Transfer Learning2025.12 | 0.84 | 0.35 | |
| XGBoostModel Type=XGBoost, Training Strategy=Target only2025.12 | 0.83 | 0.4 | |
| GLMModel Type=GLM, Training Strategy=Target only2025.12 | 0.81 | 0.41 | |
| APACHE onlyModel Type=APACHE, Training Strategy=Standard2025.12 | 0.76 | 0.35 |