ReviewJMIR mental health2016
Mental Health Smartphone Apps: Review and Evidence-Based Recommendations for Future Developments.
Review in JMIR mental health, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 364 papers, 15 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.
Effectiveness of Group Versus Individual Self-management of Depression Using a Mobile App to Increase Treatment Adherence Among Users of a University-based Helpline in the Dominican Republic.
Adolescent Surgery Roadmap Feasibility and Acceptability Study
Effectiveness of the Guided and Traditional Cognitive Behavioral Therapy Protocol in a Patient With Treatment-resistant Panic Disorder
Who cites it
364 citing papers in PubMed, 15 syntheses or guidelines pooled it.
- Persuasive Systems Design Features of Smartphone Apps for Psychosis: Systematic Review.JMIR human factors · 2026Pooled it
- Could the use of web-based applications assist in neuropsychiatric treatment? An umbrella review.BMC psychology · 2025Pooled it
- Effectiveness of evidence based mental health apps on user health outcome: A systematic literature review.PloS one · 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
- Efficacy of stand-alone digital mental health applications for anxiety and depression: A meta-analysis of randomized controlled trials.Journal of psychiatric research · 2023Pooled it
- Interventions with Digital Tools for Mental Health Promotion among 11-18 Year Olds: A Systematic Review and Meta-Analysis.Journal of youth and adolescence · 2023Pooled it
- Providing Human Support for the Use of Digital Mental Health Interventions: Systematic Meta-review.Journal of medical Internet research · 2023Pooled it
- Effectiveness of health literacy interventions on anxious and depressive symptomatology in primary health care: A systematic review and meta-analysis.Frontiers in public health · 2023Pooled it
- How acceptable do parents experiencing mental health challenges find e-Health interventions for mental health in the postnatal period: a systematic review.BMC pregnancy and childbirth · 2022Pooled it
- Mobile Apps for the Management of Gastrointestinal Diseases: Systematic Search and Evaluation Within App Stores.Journal of medical Internet research · 2022Pooled it
- Integral definition and conceptual model of mental health: Proposal from a systematic review of different paradigms.Frontiers in sociology · 2022Pooled it
- Systematic Review of Digital Interventions for Adolescent and Young Adult Women's Body Image.Frontiers in global women's health · 2022Pooled it
- Technology-based mental healthcare models: A systematic review of the literature.Revista Colombiana de psiquiatria · 2021Pooled it
- Feasibility of mHealth interventions for depressive symptoms in Latin America: a systematic review.International review of psychiatry (Abingdon, England) · 2021Pooled it
- Correlates of Engagement and Associations With Outcomes in a Cannabis Harm-Reduction Mobile App for Youth With First-Episode Psychosis: Exploratory Analysis of the CHAMPS Pilot Randomized Controlled Trial.JMIR formative research · 2026Trial
- Digital Mental Health Treatment and Symptoms of Depression and Anxiety in Breast Cancer Survivors: A Randomized Clinical Trial.JAMA network open · 2026Trial
- Therapeutic contact intensity as an adjunct to a cognitive behavioral smoking cessation app: protocol for a randomized controlled trial.Addiction science & clinical practice · 2026Trial
- Effects of the mHealth Supportive Care Program for Family Caregivers of Individuals With Dementia and Diabetes: Pilot Randomized Controlled Trial.JMIR mHealth and uHealth · 2026Trial
- Families Moving Forward Connect mHealth Intervention for Caregivers of Children With Fetal Alcohol Spectrum Disorders: Randomized Controlled Trial.JMIR mHealth and uHealth · 2026Trial
304 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
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe number of mental health apps (MHapps) developed and now available to smartphone users has increased in recent years. MHapps and other technology-based solutions have the potential to play an important part in the future of mental health care; however, there is no single guide for the development of evidence-based MHapps. Many currently available MHapps lack features that would greatly improve their functionality, or include features that are not optimized. Furthermore, MHapp developers rarely conduct or publish trial-based experimental validation of their apps. Indeed, a previous systematic review revealed a complete lack of trial-based evidence for many of the hundreds of MHapps available.
objectiveTo guide future MHapp development, a set of clear, practical, evidence-based recommendations is presented for MHapp developers to create better, more rigorous apps.
methodsA literature review was conducted, scrutinizing research across diverse fields, including mental health interventions, preventative health, mobile health, and mobile app design.
resultsSixteen recommendations were formulated. Evidence for each recommendation is discussed, and guidance on how these recommendations might be integrated into the overall design of an MHapp is offered. Each recommendation is rated on the basis of the strength of associated evidence. It is important to design an MHapp using a behavioral plan and interactive framework that encourages the user to engage with the app; thus, it may not be possible to incorporate all 16 recommendations into a single MHapp.
conclusionsRandomized controlled trials are required to validate future MHapps and the principles upon which they are designed, and to further investigate the recommendations presented in this review. Effective MHapps are required to help prevent mental health problems and to ease the burden on health systems.
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.