Using Machine Learning to Predict the Duration of Atrial Fibrillation: Model Development and Validation

Satoshi Shimoo   ¹ , MD ;   Keitaro Senoo   ^{1, 2} , MD ;   Taku Okawa   ¹ , MSc ;   Kohei Kawai   ² , MD ;   Masahiro Makino   ² , MD ;   Jun Munakata   ² , MD ;   Nobunari Tomura   ² , MD ;   Hibiki Iwakoshi   ² , MD ;   Tetsuro Nishimura   ² , MD ;   Hirokazu Shiraishi   ^{1, 2} , MD, PhD ;   Keiji Inoue   ³ , MD ;   Satoaki Matoba   ^{1, 2} , MD, PhD

¹ Department of Cardiac Arrhythmia Research and Innovation, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan

² Department of Cardiovascular Medicine, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan

³ Department of Cardiovascular Medicine, Japanese Red Cross Kyoto Daini Hospital, Kyoto, Japan