Digital biomarkers for depression screening with wearable devices: cross-sectional study with machine learning modeling

• المؤلفون الرئيسيون: Rykov, Yuri, Thach, Thuan-Quoc, Bojic, Iva, Christopoulos, George, Car, Josip
• مؤلفون آخرون: Lee Kong Chian School of Medicine (LKCMedicine)
• التنسيق: مقال
• اللغة: English
• منشور في: 2022
• الموضوعات: Science::Medicine; Business::General; Depression; Digital Biomakers
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/153936
• المؤسسة: Nanyang Technological University

Background: Depression is a prevalent mental disorder that is undiagnosed and untreated in half of all cases. Wearable activity trackers collect fine-grained sensor data characterizing the behavior and physiology of users (ie, digital biomarkers), which could be used for timely, unobtrusive, and sc...