24-hour ICU Mortality on MIMIC-IV (held-out set)
0.861AUCBaseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineBackbone=XGBoost, HPO=true2026.02 | 0.861 | 12.2 | |
| MedFeatBackbone=XGBoost, HPO=true2026.02 | 0.861 | 14.9 | |
| MedFeatEvaluation Model=Logistic Regression2026.02 | 0.792 | 10.1 | |
| MedFeatBackbone=Logistic Regression (LR), HPO=true2026.02 | 0.781 | 9.6 | |
| OCTreeEvaluation Model=Logistic Regression2026.02 | 0.781 | 9.4 | |
| MedFeatModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.776 | 11.4 | |
| CAAFEModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.774 | 10.1 | |
| OCTreeModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.766 | 11.5 | |
| BaselineEvaluation Model=Logistic Regression2026.02 | 0.762 | 8.6 | |
| BaselineBackbone=Logistic Regression (LR), HPO=true2026.02 | 0.761 | 8.5 | |
| BaselineModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.76 | 10.8 | |
| CAAFEEvaluation Model=Logistic Regression2026.02 | 0.693 | 9 | |
| OpenFEModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.668 | 13 | |
| OpenFEEvaluation Model=Logistic Regression2026.02 | 0.612 | 10.8 | |
| FeatLLMEvaluation Model=Logistic Regression2026.02 | 0.581 | — | |
| FeatLLMModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.561 | — |