Trial reportJMIR mHealth and uHealth2022
Effectiveness of Mental Health Apps for Distress During COVID-19 in US Unemployed and Essential Workers: Remote Pragmatic Randomized Clinical Trial.
Trial report in JMIR mHealth and uHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04536935 (Acceptability, Usability and Effectiveness of Mental Health Apps for Suicide Prevention in Essential Workers and the Unemployed During SARS-CoV-2), which is not on this map. Cited by 14 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Acceptability, Usability and Effectiveness of Mental Health Apps for Suicide Prevention in Essential Workers and the Unemployed During SARS-CoV-2
Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it, 29 citations in OpenAlex.
- What works where and why? A systematic review and meta-analysis of digital interventions addressing suicide-related outcomes in community, education and clinical settings.The International journal of social psychiatry · 2025Pooled it
- Efficacy of BrighterSide, a Self-Guided App for Suicidal Ideation: Randomized Controlled Trial.JMIR mental health · 2024Trial
- Reduction of Burnout in VA Mental Health Providers: Beyond Self Care.Community mental health journal · 2026Article
- Mindfulness in Unemployment and Sense of Coherence: A Systematic Review of Quality of Life and Indirect Evidence.Healthcare (Basel, Switzerland) · 2026Review
- Evaluating a Dual Digital Cognitive Behavioral Therapy and Health and Wellness Coaching Intervention for Anxiety and Depression: Single-Arm Pilot Study.JMIR human factors · 2026Article
- Effectiveness of Mobile Applications for Suicide Prevention: A Systematic Review and Meta-Analysis.Behavioral sciences (Basel, Switzerland) · 2025Review
- Transdiagnostic-focused apps for depression and anxiety: a meta-analysis.NPJ digital medicine · 2025Article
- Development of a Cohesive Predictive Model for Substance Use Disorder Rehabilitation Using Passive Digital Biomarkers, Psychological Assessments, and Automated Facial Emotion Recognition: Protocol for a Prospective Cohort Study.JMIR research protocols · 2025Article
- Impact of Digital Interventions in Occupational Health Care: A Systematic Review.Mayo Clinic proceedings. Digital health · 2025Review
- Improving Mental Health and Well-Being Through the Paradym App: Quantitative Study of Real-World Data.JMIR formative research · 2025Article
- Effectiveness of Digital Interventions in Reducing Occupational Stress: A Systematic Review.Portuguese journal of public health · 2024Review
- Efficacy of a Mobile App-Based Behavioral Intervention (DRIVEN) to Help Individuals With Unemployment-Related Emotional Distress Return to Work: Protocol for a Randomized Controlled Trial.JMIR research protocols · 2024Article
- Meta-Analysis of Studies on the Effects of Digital Therapeutics.Journal of personalized medicine · 2024Article
- Digital and precision clinical trials: innovations for testing mental health medications, devices, and psychosocial treatments.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 1 institution in 1 country.
Funding
Abstract
backgroundDuring the COVID-19 pandemic, the general public was concerned about the mental health impacts of unemployment due to COVID-19 and the stress essential workers experienced during this time. Several reports indicated that people in distress were turning to digital technology, but there was little evidence about the impact of these tools on mitigating distress.
objectiveThis study seeks to determine the acceptability, feasibility, usability, and effectiveness of mobile mental health apps for decreasing mental health symptoms in essential workers and unemployed individuals with suicide risk.
methodsWe recruited participants who indicated that they were unemployed because of COVID-19 or were COVID-19-designated essential workers. Participants were randomized to 1 of 4 free commercial mobile apps for managing distress that were (1) highly rated by PsyberGuide and (2) met the criteria for intervention features these participants indicated were desirable in a previous survey. Participants used the apps for 4 weeks and completed baseline and 4-week self-assessments of depression, anxiety emotional regulation, and suicide risk.
resultsWe found no differences between the apps in any outcome but did find significant changes in depression and anxiety over time (Patient Health Questionnaire [PHQ]-9: estimate=-1.5, SE 0.2, 95% CI -1.1 to -1.8, P<.001; Generalized Anxiety Disorder Scale [GAD]-7: estimate=-1.3, SE 0.2, 95% CI -1.0 to -1.6, P<.001). We found no significant changes in suicidal behavior (Suicide Behaviors Questionnaire-Revised [SBQ-R]) or emotional regulation (Difficulties in Emotion Regulation Scale - Short Form [DERS-SF]) for the 4 weeks. We did find a significant dose-response pattern for changes in depression and anxiety. Using the app at least once a week resulted in greater improvements in treatment conditions over time on depression (estimate=-0.6, SE 0.2, 95% CI 1.0-0.2, P=.003) and anxiety (estimate=0.1, SE 0.2, 95% CI 0.4-0.6, P=.78). There was no association between app frequency and changes in suicidal behavior (SBQ-R) or emotional regulation (DERS-SF). We further found a significant difference between the conditions with regard to app usability, with the control app being the most usable (mean
conclusionsFew studies have evaluated prospectively the utility and usability of commercial apps for mood. This study found that free, self-guided commercial mobile mental health apps are seen as usable, but no one app is superior to the other. Although we found that regular use is indicated for effects on depression and anxiety to occur in those who are more symptomatic, regression to the mean cannot be ruled out.
trial registrationClinicalTrials.gov NCT04536935; https://tinyurl.com/mr36zx3s.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.