NPPB and Stroke: The 10 most important features for this model included LAD, D-dimer levels, heart failure status, type of atrial fibrillation, LVEF, history of hypertension, CHA2DS2-VASc score, BNP levels, history of previous stroke, and LVED, Figure 3B.