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. 2025 Oct 24;15(21):2693. doi: 10.3390/diagnostics15212693
PVC Premature Ventricular Contraction
ML Machine learning
HF Heart failure
VT ventricular tachycardia
ACS Acute Coronary Syndrome
CAD Coronary artery disease
PVD Peripheral vascular disease
HTN hypertension
DM Diabetes mellitus
COPD Chronic Obstruction Pulmonary Disease
CKD Chronic kidney disease
ESRD end stage renal disease
CVA cerebrovascular accident
LD moderate or severe liver disease
B_blocker beta-blockers
C1_AAD_Ia & Ib Class I antiarrhythmic drugs Ia, Ib
C1_AAD_Ic Class I antiarrhythmic drugs Ic
C3_AAD Class III antiarrhythmic drugs
CCB Calcium channel blockers
F1 F1 score
AUC Area under curve
Logi Logistic regression
Cart Decision tree
RF Random forest
ROSE Random over-sampling
SMOTE Synthetic Minority Oversampling Technique
XGB Xgboost
SHAP Shapley additive explanations