ResearchBenchmarksPoint Anomaly Detection on MIMIC-IV (5-fold stratified cross-validation)Point Anomaly Detection on MIMIC-IV (5-fold stratified cross-validation)Follow95.24AUCLR88.084889.942491.893.6576May 29, 2026Evaluation resultsMethodMethodLinksAUCF1 (Macro)F1 (Binary)PrecisionRecallAccuracyLR2026.0595.2455.2114.287.7787.9592.62DEMexplanation tree depth...explanation tree depth (d)=32026.059457.6617.8810.0779.4494.91EBM2026.0593.866.5933.4610020.1599.44XGBoostn_estimators=200, max_...n_estimators=200, max_depth=6, learning_rate=0.05, subsample=0.82026.0588.3652.799.545.2157.1192.43