Machine Learning Methodologies for Prediction of Rhythm-Control Strategy in Patients Diagnosed With Atrial Fibrillation: Observational, Retrospective, Case-Control Study

Rachel S Kim   ¹ , BA ;   Steven Simon   ² , MD ;   Brett Powers   ¹ , MSc ;   Amneet Sandhu   ³ , MD ;   Jose Sanchez   ³ , MD ;   Ryan T Borne   ³ , MD ;   Alexis Tumolo   ³ , MD ;   Matthew Zipse   ³ , MD ;   J Jason West   ³ , MD ;   Ryan Aleong   ³ , MD ;   Wendy Tzou   ³ , MD ;   Michael A Rosenberg   ^{1, 3} , MD

¹ Colorado Center for Personalized Medicine, University of Colorado School of Medicine, Aurora, CO, United States

² Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, United States

³ Clinical Cardiac Electrophysiology Section, Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, United States