“…To date, multiple variables, such as left atrial diameter and N-terminal pro–B-type natriuretic peptide (NT-proBNP), are considered risk factors for the recurrence of AF upon catheter ablation; however, these biomarkers lack specificity, and their predictive powers are barely satisfactory [8, 9]. The clinical scoring system, including CAAP-AF (coronary artery disease [CAD], age, left atrial size, persistent AF, unsuccessful antiarrhythmics, and female gender), DR-FLASH (diabetes mellitus, abnormal renal function, persistent type of AF, LA diameter > 45 mm, age > 65 years, female gender, and hypertension), and APPLE (age > 65 years, persistent AF, abnormal estimated glomerular filtration rate [eGFR; < 60 ml/min/1.73 m 2 ], as well as LA diameter above 43 mm and ejection fraction below 50%) scores, could provide a realistic AF ablation outcome expectation for individual patients [7, 10–13]. However, this scoring system is simple and requires further modifications for increased robustness via substitution of etiologic factors by surrogate variables.…”