Development and Feasibility Study of HOPE Model for Prediction of Depression Among Older Adults Using Wi-Fi-based Motion Sensor Data: Machine Learning Study

Shayan Nejadshamsi   ^{1, 2, 3} , PhD ;   Vania Karami   ^{1, 2, 3} , PhD ;   Negar Ghourchian   ⁴ , PhD ;   Narges Armanfard   ^{1, 5} , PhD ;   Howard Bergman   ² , MD, FRCP ;   Roland Grad   ² , MD, CM, MSc ;   Machelle Wilchesky   ^{2, 3, 6} , PhD ;   Vladimir Khanassov   ² , MD ;   Isabelle Vedel   ² , MD, PhD ;   Samira Abbasgholizadeh Rahimi   ^{1, 2, 3, 7} , BEng, PhD

¹ Mila—Quebec Artificial Intelligence Institute, Montreal, QC, Canada

² Family Medicine Department, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC, Canada

³ Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada

⁴ Aerial Technologies, Montreal, QC, Canada

⁵ Department of Electrical and Computer Engineering, Faculty of Engineering, McGill University, Montreal, QC, Canada

⁶ Donald Berman Maimonides Centre for Research in Aging, Montreal, QC, Canada

⁷ Faculty of Dental Medicine and Oral Health Sciences, McGill University, Montreal, Canada