Machine Learning Models for Predicting Influential Factors of Early Outcomes in Acute Ischemic Stroke: Registry-Based Study

Po-Yuan Su   ^{1 *} , MSc ;   Yi-Chia Wei   ^{2, 3, 4 *} , MD ;   Hao Luo   ¹ , MSc ;   Chi-Hung Liu   ^{5, 6} , MD, MSc ;   Wen-Yi Huang   ^{2, 6} , MD, PhD ;   Kuan-Fu Chen   ^{7, 8} , MD, PhD ;   Ching-Po Lin   ³ , PhD ;   Hung-Yu Wei   ^{1 *} , PhD ;   Tsong-Hai Lee   ^{5, 6 *} , MD

¹ Department of Electrical Engineering, National Taiwan University, Taipei, Taiwan

² Department of Neurology, Chang Gung Memorial Hospital, Keelung, Taiwan

³ Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, Taiwan

⁴ Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan

⁵ Department of Neurology, Linkou Chang Gung Memorial Hospital, Taoyuan City, Taiwan

⁶ College of Medicine, Chang Gung University, Taoyuan, Taiwan

⁷ Clinical Informatics and Medical Statistics Research Center, Chung Gung University, Taoyuan, Taiwan

⁸ Department of Emergency, Chang Gung Memorial Hospital, Keelung, Taiwan

*these authors contributed equally