Predicting the Risk of Sleep Disorders Using a Machine Learning–Based Simple Questionnaire: Development and Validation Study

Seokmin Ha   ^{1, 2 *} , BSc ;   Su Jung Choi   ^{3 *} , RN, APN, PhD ;   Sujin Lee   ⁴ , MA ;   Reinatt Hansel Wijaya   ^{1, 5} , BSc ;   Jee Hyun Kim   ⁶ , MD, PhD ;   Eun Yeon Joo   ^{4 *} , MD, PhD ;   Jae Kyoung Kim   ^{1, 2} , PhD

¹ Biomedical Mathematics Group, Institute for Basic Science, Daejeon, Republic of Korea

² Department of Mathematical Sciences, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea

³ Graduate School of Clinical Nursing Science, Sungkyunkwan University, Seoul, Republic of Korea

⁴ Department of Neurology, Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

⁵ Department of Computer Science, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea

⁶ Department of Neurology, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Republic of Korea

*these authors contributed equally