Conclusions
COVID-19 status had the strongest independent association with incident AF, compared to the traditional cardiovascular co-morbidities including congestive heart failure and coronary artery disease. An ML approach elicited the complex dynamic relations which lead to the incidence of AF and in general showed better performance than the statistical main-effect model in terms of discriminatory validity, clinical utility as well as model calibration.