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. 2025 Dec 5;8(6):148. doi: 10.3390/mps8060148
AHHREC Alfred Hospital Human Research Ethics Committee
ANCR Australian National Cardiac Registry
BARC Bleeding Academic Research Consortium
CABG Coronary artery bypass grafting
CAD Coronary artery disease
CoxPH Cox proportional hazard
eGFR estimated Glomerular Filtration Rate
GB Gradient Booster
GBS Gradient Boosting Survival
LR Logistic Regression
LVEF Left ventricular ejection fraction
ML Machine learning
MLP Multilayer perceptron
MI Myocardial infarction
MICE Multiple Imputations by Chained Equations
MUHREC Monash University Human Research Ethics Committee
NCR National Cardiac Registry
NDI National Death Index
NHMRC National Health and Medical Research Council
PCI Percutaneous coronary intervention
RF Random forest
RSF Random Survival Forest
ROC Receiver operating characteristics
TRIPOD Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis
VCOR Victorian Cardiac Outcomes Registry
VIF Variance Inflation Factor
XGB Extreme gradient booster