Statistical Analysis
Statistical analysis was performed using IBM SPSS Version 26 (Chicago, IL). Baseline patient characteristics were evaluated across patient groups; categorical variables were analyzed using Chi-square testing, and continuous variables were analyzed by two-tailed t-tests. Univariate and multivariate regression analyses were used to determine whether specific clinical and echocardiographic parameters could identify patients at risk for developing AF.