Toward Optimal Heparin Dosing by Comparing Multiple Machine Learning Methods: Retrospective Study

Longxiang Su   ^{1 *} , MD, PhD ;   Chun Liu   ^{2 *} , PhD ;   Dongkai Li   ^{1 *} , MD, PhD ;   Jie He   ^{2 *} , PhD ;   Fanglan Zheng   ² , PhD ;   Huizhen Jiang   ³ , MSc ;   Hao Wang   ¹ , MD, PhD ;   Mengchun Gong   ² , PhD, MD ;   Na Hong   ² , PhD ;   Weiguo Zhu   ⁴ , MD, PhD ;   Yun Long   ¹ , MD, PhD

¹ Department of Critical Care Medicine, Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical, Beijing, China

² Digital China Health Technologies Co. Ltd., Beijing, China

³ Department of Information Management, Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical, Beijing, China

⁴ Department of General Internal Medicine/Department of Information Management, Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical, Beijing, China

*these authors contributed equally