Heart Failure Prediction on MIMIC-IV (held-out set)
0.765AUCOpenFE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OpenFEModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.765 | 0.091 | |
| MedFeatBackbone=XGBoost, HPO=true2026.02 | 0.72 | 0.143 | |
| BaselineBackbone=XGBoost, HPO=true2026.02 | 0.716 | 0.137 | |
| MedFeatModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.687 | 0.133 | |
| BaselineModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.685 | 0.133 | |
| CAAFEModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.684 | 0.126 | |
| OCTreeModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.681 | 0.129 | |
| MedFeatBackbone=Logistic Regression (LR), HPO=true2026.02 | 0.677 | 0.131 | |
| MedFeatEvaluation Model=Logistic Regression2026.02 | 0.677 | 0.129 | |
| OCTreeEvaluation Model=Logistic Regression2026.02 | 0.671 | 0.128 | |
| BaselineBackbone=Logistic Regression (LR), HPO=true2026.02 | 0.664 | 0.123 | |
| BaselineEvaluation Model=Logistic Regression2026.02 | 0.664 | 0.121 | |
| OpenFEEvaluation Model=Logistic Regression2026.02 | 0.594 | 0.094 | |
| CAAFEEvaluation Model=Logistic Regression2026.02 | 0.53 | 0.124 | |
| FeatLLMEvaluation Model=Logistic Regression2026.02 | 0.517 | — | |
| FeatLLMModel=XGBoost, Evaluation=Held-out set across 3 random splits2026.02 | 0.504 | — |