NPPB and atrial fibrillation: Continuous variables, such as CHA2DS2-VASc score, NT-proBNP, SBP, AF duration, HAS-BLED score and left atrial diameter (LAD), showed positive impact on model output, and SHAP values increased as their observations increased.