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Contextual Anomaly Detection on MIMIC-IV 5-fold stratified (val)
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0.9996
AUC
XGBoost
0.992736
0.994518
0.9963
0.998082
May 29, 2026
AUC
F1 Score (Macro)
F1 Score (B)
Precision
Recall
Accuracy
Updated 2d ago
Evaluation Results
Method
Method
Links
AUC
F1 Score (Macro)
F1 Score (B)
Precision
Recall
Accuracy
XGBoost
n_estimators=200, max_...
2026.05
0.9996
98.36
96.86
95.01
98.78
99.73
DEM
explanation tree depth...
2026.05
0.9964
97.49
95.2
97.79
98.04
99.59
LR
2026.05
0.995
92.41
85.55
75.79
98.21
98.63
EBM
2026.05
0.993
83.8
68.63
100
52.25
98.02
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