ArticleWorld psychiatry : official journal of the World Psychiatric Association (WPA)2019
The efficacy of app-supported smartphone interventions for mental health problems: a meta-analysis of randomized controlled trials.
Article in World psychiatry : official journal of the World Psychiatric Association (WPA), 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 404 papers, 21 of them syntheses 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.
App-Based Mindfulness Meditation for People of Color Who Experience Race-Related Stress: A Randomized Control Trial
Implementing BEAM: An mHealth Tool to Prevent Mental Health Problems and Improve Developmental Outcomes in Young Children
Who cites it
404 citing papers in PubMed, 21 syntheses or guidelines pooled it.
- Effectiveness of Telehealth Care Interventions for Women's Mental Health During and After the COVID-19 Pandemic: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Assessing the Effectiveness, Adherence and Attrition of Smartphone-Based Mental Health Interventions in University Students: A Systematic Review and Meta-Analysis.Early intervention in psychiatry · 2026Pooled it
- Therapeutic Interaction Features of AI Chatbots in Depression Interventions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Interventions for secondary traumatic stress among mental health professionals serving trauma-affected populations: a systematic review.BMC psychology · 2026Pooled it
- Telehealth Treatments of Common Psychological Disorders: An Overview and Meta-analysis.Journal of occupational rehabilitation · 2026Pooled it
- Behavior Change Techniques in Digital Health Interventions for Promoting Adolescent Health Behaviors: Systematic Umbrella Review.JMIR mental health · 2026Pooled it
- Online self-compassion-based interventions on patient outcomes in patients with cancer: a systematic review.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Pooled it
- Digital Tools for the Promotion of Healthy and Sustainable Eating Behaviors in the General Population: A Systematic Review of the Literature.Nutrients · 2026Pooled it
- The effectiveness of mobile app-based interventions to improve parental mental health: a meta-analysis.BMC psychology · 2026Pooled it
- Effectiveness of unguided web-based interventions for the treatment of depressive symptoms in improving the quality of life: a meta-analysis.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2025Pooled it
- Effectiveness of just-in-time adaptive interventions for improving mental health and psychological well-being: a systematic review and meta-analysis.BMJ mental health · 2025Pooled it
- A systematic review and Bayesian network meta-analysis on the efficacy and potential of mobile interventions for stress management.Nature human behaviour · 2025Pooled it
- Methodological quality in randomised clinical trials of mental health apps: systematic review and longitudinal analysis.BMJ mental health · 2025Pooled it
- Effectiveness of Digital Mental Health Interventions in the Workplace: Umbrella Review of Systematic Reviews.JMIR mental health · 2025Pooled it
- User Experiences of and Preferences for Self-Guided Digital Interventions for the Treatment of Mild to Moderate Eating Disorders: Systematic Review and Metasynthesis.JMIR mental health · 2025Pooled it
- Association between androgenetic alopecia and psychological well-being: a systematic review and meta-analysis.Frontiers in psychiatry · 2025Pooled it
- Bibliometric analysis of trends, innovations, and the future of CBT-based mobile interventions for depression.Frontiers in medicine · 2025Pooled it
- The efficacy of mindfulness apps on symptoms of depression and anxiety: An updated meta-analysis of randomized controlled trials.Clinical psychology review · 2024Pooled it
- A systematic review of features and content quality of Arabic mental mHealth apps.Frontiers in digital health · 2024Pooled it
- Mobile technologies for rehabilitation in non-specific spinal disorders: a systematic review of the efficacy and potential for implementation in low- and middle-income countries.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2023Pooled it
344 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Although impressive progress has been made toward developing empirically-supported psychological treatments, the reality remains that a significant proportion of people with mental health problems do not receive these treatments. Finding ways to reduce this treatment gap is crucial. Since app-supported smartphone interventions are touted as a possible solution, access to up-to-date guidance around the evidence base and clinical utility of these interventions is needed. We conducted a meta-analysis of 66 randomized controlled trials of app-supported smartphone interventions for mental health problems. Smartphone interventions significantly outperformed control conditions in improving depressive (g=0.28, n=54) and generalized anxiety (g=0.30, n=39) symptoms, stress levels (g=0.35, n=27), quality of life (g=0.35, n=43), general psychiatric distress (g=0.40, n=12), social anxiety symptoms (g=0.58, n=6), and positive affect (g=0.44, n=6), with most effects being robust even after adjusting for various possible biasing factors (type of control condition, risk of bias rating). Smartphone interventions conferred no significant benefit over control conditions on panic symptoms (g=-0.05, n=3), post-traumatic stress symptoms (g=0.18, n=4), and negative affect (g=-0.08, n=5). Studies that delivered a cognitive behavior therapy (CBT)-based app and offered professional guidance and reminders to engage produced larger effects on multiple outcomes. Smartphone interventions did not differ significantly from active interventions (face-to-face, computerized treatment), although the number of studies was low (n≤13). The efficacy of app-supported smartphone interventions for common mental health problems was thus confirmed. Although mental health apps are not intended to replace professional clinical services, the present findings highlight the potential of apps to serve as a cost-effective, easily accessible, and low intensity intervention for those who cannot receive standard psychological treatment.
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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.