NPPB and heart failure: The importance of variables based on permutation importance, partial dependence plot and SHAP value showed that number of hospitalizations, age, glomerular filtration rate, BNP, diastolic blood pressure, systolic blood pressure, and NYHA cardiac function classification were the most important factors in predicting survival after 3 years of follow-up in heart failure patients.