Developing a Machine Learning Algorithm to Predict the Probability of Medical Staff Work Mode Using Human-Smartphone Interaction Patterns: Algorithm Development and Validation Study

Hung-Hsun Chen   ^{1, 2} , PhD ;   Henry Horng-Shing Lu   ^{3, 4} , PhD ;   Wei-Hung Weng   ⁵ , MD, PhD ;   Yu-Hsuan Lin   ^{6, 7, 8} , MD, PhD

¹ Department of Mathematics, Fu Jen Catholic University, New Taipei City, Taiwan

² Program of Artificial Intelligence & Information Security, Fu-Jen Catholic University, New Taipei City, Taiwan

³ Institute of Statistics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan

⁴ Department of Statistics and Data Science, Cornell University, Ithaca, NY, United States

⁵ Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MN, United States

⁶ Institute of Population Health Sciences, National Health Research Institutes, Miaoli County, Taiwan

⁷ Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan

⁸ Department of Psychiatry, College of Medicine, National Taiwan University, Taipei, Taiwan