ResearchBenchmarksContextual Anomaly Detection on MIMIC-IV 5-fold stratified (val)Contextual Anomaly Detection on MIMIC-IV 5-fold stratified (val)Follow0.9996AUCXGBoost0.9927360.9945180.99630.998082May 29, 2026Evaluation resultsMethodMethodLinksAUCF1 Score (Macro)F1 Score (B)PrecisionRecallAccuracyXGBoostn_estimators=200, max_...n_estimators=200, max_depth=6, learning_rate=0.05, subsample=0.82026.050.999698.3696.8695.0198.7899.73DEMexplanation tree depth...explanation tree depth (d)=32026.050.996497.4995.297.7998.0499.59LR2026.050.99592.4185.5575.7998.2198.63EBM2026.050.99383.868.6310052.2598.02