NPPB and heart failure: Liang et al.‘s study effectively used ML to predict heart failure risk during hospitalization for patients with acute anterior wall ST-segment elevation myocardial infarction, employing parameters such as VF, CAP, age, LVEF, and NT-pro-BNP peak levels.