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

"Conflicts of Interest: W-HW has received a salary and stocks from Google LLC and has patents filed or in progress, broadly related to machine learning tools."

"The authors would like to acknowledge Hsiao-Han Lin from the National Health Research Institutes for providing technical support. This work was supported in part by the National Science and Technology Council, Taiwan, ROC (grant MOST 111-2314-B-400-024-MY3, 110-2118-M-A49-002-MY3, 111-2634-F-A49-014- and 112-2321-B-075-002-), in part by the Higher Education Sprout Project of the National Yang Ming Chiao Tung University and Ministry of Education, Taiwan, ROC, and in part by Ministry of Education Yushan Scholar Program, Taiwan, ROC. We are grateful to the National Center for High-Performance Computing for computer time and facilities."