ML models for predicting all-cause death at 3-year follow-up, based on clinical data from the nationwide perspective registry of AMI in Korea (n = 13,104) (43), identified the following top 10 predictors: statin use at discharge, sex, body mass index, use of glycoprotein IIb/IIIa inhibitors, in-hospital duration, coronary lesion classification, NT-proBNP, total cholesterol, door-to-balloon time, and peak troponin I. The majority of the predictors were also shown as significant for the Russian MI population in our prognostic model for the combined end-point. Here, NPPB is linked to myocardial infarction.