Observational studyJournal of medical Internet research2020
Evaluation of an On-Demand Mental Health System for Depression Symptoms: Retrospective Observational Study.
Observational study in Journal of medical Internet research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed, 27 citations in OpenAlex.
- A cognitive layer architecture to support large-language model performance in psychotherapy interactions.Nature medicine · 2026Trial
- Improving TNASCI: addressing classification accuracy, autonomic function, and psychological well-being in SCI.Spinal cord · 2026Article
- Chatbots' Empathetic Conversations and Responses: A Qualitative Study of Help‑Seeking Queries on Depressive Moods Across 8 Commercial Conversational Agents.JMIR formative research · 2025Article
- Effects of a personalized PERMA-based intervention on the mental health of junior high school students: a randomized clinical trial.Frontiers in psychology · 2025Article
- Association of Digital Engagement With Relaxation Tools and Stress Level Reduction: Retrospective Cohort Study.JMIR formative research · 2024Article
- Functional and Nonfunctional Requirements of Virtual Clinic Mobile Applications: A Systematic Review.International journal of telemedicine and applications · 2024Review
- Specifying the Efficacy of Digital Therapeutic Tools for Depression and Anxiety: Retrospective, 2-Cohort, Real-World Analysis.Journal of medical Internet research · 2023Article
- Changes in Resilience Following Engagement With a Virtual Mental Health System: Real-world Observational Study.JMIR formative research · 2022Article
- Association Between Care Modality and Use With Treatment Response Among Members Accessing Virtual Mental Health Services: Real-world Observational Study.JMIR formative research · 2022Article
- Health-Related Quality of Life Among Members Using an On Demand Behavioral Health Platform: Pilot Observational Study.JMIR formative research · 2022Article
- Understanding People With Chronic Pain Who Use a Cognitive Behavioral Therapy-Based Artificial Intelligence Mental Health App (Wysa): Mixed Methods Retrospective Observational Study.JMIR human factors · 2022Article
- Resilience in 2021-Descriptive Analysis of Individuals Accessing Virtual Mental Health Services: Retrospective Observational Study.JMIR formative research · 2022Article
- Changes in healthcare costs following engagement with a virtual mental health system: a matched cohort study of healthcare claims data.Procedia computer science · 2022Article
- Real world effectiveness of digital mental health services during the COVID-19 pandemic.PloS one · 2022Article
- Association Between Care Utilization and Anxiety Outcomes in an On-Demand Mental Health System: Retrospective Observational Study.JMIR formative research · 2021Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDepression is an extremely prevalent issue in the United States, with an estimated 7% of adults experiencing at least one major depressive episode in 2017. Although psychotherapy and medication management are effective treatments for depression, significant barriers in accessing care persist. Virtual care can potentially address some of these obstacles.
objectiveWe conducted a preliminary investigation of utilization characteristics and effectiveness of an on-demand health system for reducing depression symptoms.
methodsData were analyzed from 1662 users of an on-demand mental health system that includes behavioral health coaching, clinical services (therapy and psychiatry), and self-guided content and assessments primarily via a mobile app platform. Measures included engagement characterized by mobile app data, member satisfaction scores collected via in-app surveys, and depression symptoms via the Patient Health Questionnaire-2 (PHQ-2) at baseline and 8-12 week follow-up. Descriptive statistics are reported for measures, and pre/post-PHQ-2 data were analyzed using the McNemar test. A chi-square test was used to test the association between the proportion of individuals with an improvement in PHQ-2 result and care modality (coaching, therapy, and psychiatry, or hybrid).
resultsDuring the study period, 65.5% of individuals (1089/1662) engaged only in coaching services, 27.6% of individuals (459/1662) were engaged in both coaching and clinical services, 3.3% of individuals (54/1662) engaged only in clinical services, and 3.7% of individuals (61/1662) only used the app. Of the 1662 individuals who completed the PHQ-2 survey, 772 (46.5%) were considered a positive screen at intake, and 890 (53.6%) were considered a negative screen at intake. At follow-up, 477 (28.7%) of individuals screened positive, and 1185 (71.3%) screened negative. A McNemar test showed that there was a statistically significant decrease in the proportion of users experiencing depressed mood and anhedonia more than half the time at follow-up (P<.001). A chi-square test showed there was no significant association between care modality and the proportion of individuals with an improvement in PHQ-2 score.
conclusionsThis study provides preliminary insights into which aspects of an on-demand mental health system members are utilizing and levels of engagement and satisfaction over an 8-12 week window. Additionally, there is some signal that this system may be useful for reducing depression symptoms in users over this period. Additional research is required, given the study limitations, and future research directions are discussed.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.