ArticleJournal of the American Medical Informatics Association : JAMIA2020
Safety concerns with consumer-facing mobile health applications and their consequences: a scoping review.
Article in Journal of the American Medical Informatics Association : JAMIA, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 107 papers, 13 of them syntheses that pooled it.
What it found
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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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
107 citing papers in PubMed, 13 syntheses or guidelines pooled it, 253 citations in OpenAlex.
- Quality and Multifunctionality in Mobile Apps for Gestational Diabetes: Systematic App Review.JMIR mHealth and uHealth · 2026Pooled it
- Effectiveness of Mobile Health-Delivered Cognitive Behavioural Therapy for Insomnia in Adults: A Systematic Review and Meta-Analysis of Randomised Controlled Trials.Journal of clinical nursing · 2026Pooled it
- Review Article: The effectiveness of school-based interventions for reducing screen time - a systematic review and meta-analysis.Child and adolescent mental health · 2025Pooled it
- Planning for the Unexpected and Unintended Effects of mHealth Interventions: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Evaluation of temporomandibular disorder self-management apps in Australia: a systematic review to inform clinical use.International journal for quality in health care : journal of the International Society for Quality in Health Care · 2025Pooled it
- Digital Health Interventions Are Effective for Irritable Bowel Syndrome Self-Management: A Systematic Review.Digestive diseases and sciences · 2025Pooled it
- Mobile phone interventions to improve health outcomes among patients with chronic diseases: an umbrella review and evidence synthesis from 34 meta-analyses.The Lancet. Digital health · 2024Pooled it
- Quality Assessment of Digital Health Apps: Umbrella Review.Journal of medical Internet research · 2024Pooled it
- Evaluation of Digital Mental Health Technologies in the United States: Systematic Literature Review and Framework Synthesis.JMIR mental health · 2024Pooled it
- Evaluation of Patient-Facing Mobile Apps to Support Physiotherapy Care: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Exploring the impact of telemedicine in chronic patients from diverse socioeconomic contexts: systematic review of qualitative studies.Frontiers in public health · 2024Pooled it
- The effectiveness of mobile application for monitoring diabetes mellitus and hypertension in the adult and elderly population: systematic review and meta-analysis.BMC health services research · 2023Pooled it
- Digital Health Technologies for Long-term Self-management of Osteoporosis: Systematic Review and Meta-analysis.JMIR mHealth and uHealth · 2022Pooled it
- Using App Store Reviews to Explore User Experiences and Perceptions of Mental Health Mobile Apps: Qualitative Study.JMIR formative research · 2026Article
- Mobile App Rating Scale for Health Care Professionals to Assess the Quality of mHealth Apps: Questionnaire Development and Psychometric Analysis.JMIR mHealth and uHealth · 2026Article
- User-Reported Issues With Mental Health Apps: Machine-Assisted Topic Analysis of Social Media Posts.JMIR mHealth and uHealth · 2026Article
- Systematic and Collaborative Approach to Learning and Educational Content Development (SCALED) for Health Apps: An Experience-Informed Conceptual Framework.JMIR mHealth and uHealth · 2026Article
- Young adults' perceptions and experiences in using mobile apps and wearables for health: a qualitative study with public involvement.BMC public health · 2026Article
- Digital Therapeutic Content for Substance Use Disorder Treatment: Development and Evaluation Study.JMIR formative research · 2026Article
- Determinants of mobile health application utilization in Lebanon: a cross-sectional study of perceptions, barriers, and engagement.BMC public health · 2026Article
47 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
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo summarize the research literature about safety concerns with consumer-facing health apps and their consequences. MATERIALS AND
methodsWe searched bibliographic databases including PubMed, Web of Science, Scopus, and Cochrane libraries from January 2013 to May 2019 for articles about health apps. Descriptive information about safety concerns and consequences were extracted and classified into natural categories. The review was conducted in accordance with the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) statement.
resultsOf the 74 studies identified, the majority were reviews of a single or a group of similar apps (n = 66, 89%), nearly half related to disease management (n = 34, 46%). A total of 80 safety concerns were identified, 67 related to the quality of information presented including incorrect or incomplete information, variation in content, and incorrect or inappropriate response to consumer needs. The remaining 13 related to app functionality including gaps in features, lack of validation for user input, delayed processing, failure to respond to health dangers, and faulty alarms. Of the 52 reports of actual or potential consequences, 5 had potential for patient harm. We also identified 66 reports about gaps in app development, including the lack of expert involvement, poor evidence base, and poor validation.
conclusionsSafety of apps is an emerging public health issue. The available evidence shows that apps pose clinical risks to consumers. Involvement of consumers, regulators, and healthcare professionals in development and testing can improve quality. Additionally, mandatory reporting of safety concerns is needed to improve outcomes.
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.