Comprehensive Symptom Prediction in Inpatients With Acute Psychiatric Disorders Using Wearable-Based Deep Learning Models: Development and Validation Study

Minseok Hong   ^{1, 2} , MD ;   Ri-Ra Kang   ³ , BS ;   Jeong Hun Yang   ^{2, 4} , MD, PhD ;   Sang Jin Rhee   ¹ , MD, PhD ;   Hyunju Lee   ¹ , MD, PhD ;   Yong-gyom Kim   ³ , BS ;   KangYoon Lee   ^{3, 5} , PhD ;   HongGi Kim   ⁶ , BS ;   Yu Sang Lee   ⁷ , MD, PhD ;   Tak Youn   ^{8, 9} , MD, PhD ;   Se Hyun Kim   ^{1, 2} , MD, PhD ;   Yong Min Ahn   ^{1, 2, 10} , MD, PhD

¹ Department of Neuropsychiatry, Seoul National University Hospital, Seoul, Republic of Korea

² Department of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea

³ Department of IT Convergence Engineering, Gachon University, Seongnam-si, Republic of Korea

⁴ Department of Psychiatry, Chungnam National University Sejong Hospital, Sejong, Republic of Korea

⁵ Department of Computer Engineering, Gachon University, Seongnam-si, Republic of Korea

⁶ Healthconnect Co. Ltd., Seoul, Republic of Korea

⁷ Department of Psychiatry, Yong-In Mental Hospital, Yongin-si, Republic of Korea

⁸ Department of Psychiatry and Electroconvulsive Therapy Center, Dongguk University International Hospital, Goyang-si, Republic of Korea

⁹ Institute of Buddhism and Medicine, Dongguk University, Seoul, Republic of Korea

¹⁰ Institute of Human Behavioral Medicine, Seoul National University Medical Research Center, Seoul, Republic of Korea