Machine learning applied to digital phenotyping: A systematic literature review and taxonomy
MP dos Santos, WF Heckler, RS Bavaresco… - Computers in Human …, 2024 - Elsevier
Health conditions, encompassing both physical and mental aspects, hold an influence that
extends beyond the individual. These conditions affect personal well-being, relationships …
extends beyond the individual. These conditions affect personal well-being, relationships …
Behind the Screen: A Narrative Review on the Translational Capacity of Passive Sensing for Mental Health Assessment
Mental health disorders—including depression, anxiety, trauma-related, and psychotic
conditions—are pervasive and impairing, representing considerable challenges for both …
conditions—are pervasive and impairing, representing considerable challenges for both …
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 …
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 …
prevalent and burdensome. To increase mental health screening rates, the digital health …
Bayesian Optimization with Tree Ensembles to Improve Depression Screening on Textual Datasets
T Zhao, ML Tlachac - IEEE Transactions on Affective …, 2024 - ieeexplore.ieee.org
Improving digital depression screening is important for combating the global mental health
crisis. Textual data are promising for depression screening due to their many origins, but the …
crisis. Textual data are promising for depression screening due to their many origins, but the …
Mobile Communication Log Time Series to Detect Depressive Symptoms
ML Tlachac, M Reisch, M Heinz - 2023 45th Annual …, 2023 - ieeexplore.ieee.org
Major Depressive Disorder (MDD) is highly prevalent and characterized by often debilitating
behavioral and cognitive symptoms. MDD is poorly understood, likely due to considerable …
behavioral and cognitive symptoms. MDD is poorly understood, likely due to considerable …
Wearable Wellness: Depression Screening via Fitbit Data Collected During COVID-19 Pandemic
N Grozdani, A Muñoz, A Pietrick… - 2023 IEEE MIT …, 2023 - ieeexplore.ieee.org
The COVID-19 pandemic has greatly increased depression among adolescents. The current
depression diagnosis process requires significant patient effort and can be costly. Prior …
depression diagnosis process requires significant patient effort and can be costly. Prior …
[PDF][PDF] Anastasia C. Bryan, Michael V. Heinz, Abigail J. Salzhauer1, George
D Price, ML Tlachac, NC Jacobson - nicholasjacobson.com
Anastasia Bryan https://orcid. org/0009-0005-6603-0266 Michael V. Heinz https://orcid.
org/0000-0003-0866-0508 Abigail Salzhauer https://orcid. org/0009-0009-3210-6807 …
org/0000-0003-0866-0508 Abigail Salzhauer https://orcid. org/0009-0009-3210-6807 …