Prediction of In-Hospital Cardiac Arrest in the Intensive Care Unit: Machine Learning–Based Multimodal Approach

Hsin-Ying Lee   ^{1 *} , MD ;   Po-Chih Kuo   ^{2 *} , PhD ;   Frank Qian   ^{3, 4} , MPH, MD ;   Chien-Hung Li   ² , MS ;   Jiun-Ruey Hu   ⁵ , MPH, MD ;   Wan-Ting Hsu   ⁶ , MS ;   Hong-Jie Jhou   ⁷ , MD ;   Po-Huang Chen   ⁸ , MD ;   Cho-Hao Lee   ⁹ , MD ;   Chin-Hua Su   ¹⁰ , MSc ;   Po-Chun Liao   ¹⁰ , MSc ;   I-Ju Wu   ¹⁰ , MD ;   Chien-Chang Lee   ^{10, 11} , MD, ScD

¹ Department of Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan

² Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan

³ Section of Cardiovascular Medicine, Boston Medical Center, Boston, MA, United States

⁴ Section of Cardiovascular Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, United States

⁵ Department of Internal Medicine, Yale School of Medicine, New Haven, CT, United States

⁶ Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, United States

⁷ Department of Neurology, Changhua Christian Hospital, Changhua, Taiwan

⁸ Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan

⁹ Division of Hematology and Oncology Medicine, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan

¹⁰ Department of Emergency Medicine, National Taiwan University Hospital, Taipei, Taiwan

¹¹ Department of Information Management, Ministry of Health and Welfare, Taipei, Taiwan

*these authors contributed equally