Symptom Detection with Text Message Log Distributions for Holistic Depression and Anxiety Screening

ML Tlachac, M Heinz, M Reisch… - Proceedings of the ACM on …, 2024 - dl.acm.org
Major Depressive Disorder (MDD) and Generalized Anxiety Disorder (GAD) are both
heterogeneous in their clinical presentations, manifesting with unique symptom profiles …

Mental Health and Mobile Communication Profiles of Crowdsourced Participants

ML Tlachac, M Heinz - IEEE Journal of Biomedical and Health …, 2024 - ieeexplore.ieee.org
Major Depressive Disorder (MDD) and Generalized Anxiety Disorder (GAD) are highly
prevalent and burdensome. To increase mental health screening rates, the digital health …

Use of passively collected actigraphy data to detect individual depressive symptoms in a clinical subpopulation and a general population.

GD Price, AC Collins, DM Mackin… - … and Clinical Science, 2024 - psycnet.apa.org
The presentation of major depressive disorder (MDD) can vary widely due to its
heterogeneity, including inter-and intraindividual symptom variability, making MDD difficult …

Voice Recordings from Short Mobile Sessions versus Clinical Interviews for Mental Illness Screening: A Comparative Study with Deep Transfer Learning

M Tlachac, M Reisch, A Shrestha, R Flores, E Toto… - ACM Transactions on … - dl.acm.org
The prevalence of mental illness symptoms is increasing. While questionnaires are
traditionally used, prior research applied machine learning to clinical interview recordings …