Behind the Screen: A Narrative Review on the Translational Capacity of Passive Sensing for Mental Health Assessment

AC Bryan, MV Heinz, AJ Salzhauer, GD Price… - Biomedical Materials & …, 2024 - Springer
Mental health disorders—including depression, anxiety, trauma-related, and psychotic
conditions—are pervasive and impairing, representing considerable challenges for both …

A survey of autonomous monitoring systems in mental health

A Gopalakrishnan, R Gururajan, X Zhou… - … : Data Mining and …, 2024 - Wiley Online Library
Smartphones and personal sensing technologies have made collecting data continuously
and in real time feasible. The promise of pervasive sensing technologies in the realm of …

Language sentiment predicts changes in depressive symptoms

JK Hur, J Heffner, GW Feng, J Joormann… - Proceedings of the …, 2024 - pnas.org
The prevalence of depression is a major societal health concern, and there is an ongoing
need to develop tools that predict who will become depressed. Past research suggests that …

[HTML][HTML] Specific associations of passively sensed smartphone data with future symptoms of avoidance, fear, and physiological distress in social anxiety

CA Stamatis, T Liu, J Meyerhoff, Y Meng, YM Cho… - Internet …, 2023 - Elsevier
Background Prior literature links passively sensed information about a person's location,
movement, and communication with social anxiety. These findings hold promise for …

Beyond Detection: Towards Actionable Sensing Research in Clinical Mental Healthcare

DA Adler, Y Yang, T Viranda, X Xu, DC Mohr… - Proceedings of the …, 2024 - dl.acm.org
Researchers in ubiquitous computing have long promised that passive sensing will
revolutionize mental health measurement by detecting individuals in a population …

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 …

Reading Between the Lines: Identifying the Linguistic Markers of Anhedonia for the Stratification of Depression

B O'Dea, TA Braund, PJ Batterham, ME Larsen… - Proceedings of the CHI …, 2024 - dl.acm.org
Stratifying depressed individuals may help to improve recovery rates by identifying the
subgroups who would benefit from targeted treatments. Detecting depressed individuals …

Postgraduate psychological stress detection from social media using BERT-Fused model

M Zhuang, D Cheng, X Lu, X Tan - PloS one, 2024 - journals.plos.org
Postgraduate students face various academic, personal, and social stressors that increase
their risk of anxiety, depression, and suicide. Identifying cost-effective methods of detecting …

Identifying factors impacting missingness within smartphone-based research: Implications for intensive longitudinal studies of adolescent suicidal thoughts and …

PA Bloom, R Lan, H Galfalvy, Y Liu… - … and Clinical Science, 2024 - psycnet.apa.org
Intensive longitudinal research—including experience sampling and smartphone sensor
monitoring—has potential for identifying proximal risk factors for psychopathology, including …