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.