Multimodal Detection of Agitation in People With Dementia in Clinical Settings: Observational Pilot Study - Badawi, Abeer; Elmoghazy, Somayya; Choudhury, Samira; Elgazzar, Sara; Elgazzar, Khalid; Burhan, Amer M (JMIR aging, 2025)
Keywords: Accuracy; Aged; Aged, 80 and over; Aggression - psychology; Artificial Intelligence; Behavior; Biomarkers; Biometrics; Camcorders; Cameras; Caregivers; Datasets; Deep Learning; Dementia; Dementia - complications; Dementia - psychology; Dementia and Cognitive Decline; Female; Geriatrics; Global health; Health sciences; Humans; Integrated approach; Machine Learning; Male; Mental health; Mental Health Issues in Elderly Patients and Geriatric Psychiatry; mHealth for Data Collection and Research; Middle Aged; Mobile Health (mhealth); Monitoring systems; Neural networks; Original Paper; Physiology; Pilot Projects; Privacy; Psychomotor Agitation - diagnosis; Sensors; Usability and Technology Use Studies with Elder Subjects; Wearable Devices and Sensors; Wearable Electronic Devices; Canada; agitation; dementia; multimodal sensing; wearable sensors; artificial intelligence; video detection