ReviewJournal of medical Internet research2022
Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review.
Review in Journal of medical Internet research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 206 papers, 14 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
206 citing papers in PubMed, 14 syntheses or guidelines pooled it, 322 citations in OpenAlex.
- Effects of Multicomponent Digital Health Interventions on Multidimensional Physical Activity in Older Adults: Systematic Review, Meta-Analysis, and Meta-Regression of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Effectiveness of Digital Health Interventions on Body Weight and Dietary Intake Outcomes Among Culturally and Linguistically Diverse (CALD) and Indigenous Populations: A Systematic Review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026Pooled it
- Retention and Engagement in Culturally Adapted Digital Mental Health Interventions: Systematic Review of Dropout, Attrition, and Adherence in Non-Western, Educated, Industrialized, Rich, Democratic Settings.JMIR mental health · 2026Pooled it
- Understanding Inequalities in Mobile Health Utilization Across Phases: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Understanding the effectiveness and design of parent-oriented mobile health interventions: a systematic review and narrative synthesis.BMC pediatrics · 2025Pooled it
- Nurse-led remote digital support for adults with chronic conditions: A systematic synthesis without meta-analysis.Journal of clinical nursing · 2025Pooled it
- Digital Health Interventions Are Effective for Irritable Bowel Syndrome Self-Management: A Systematic Review.Digestive diseases and sciences · 2025Pooled it
- Barriers to and facilitators of user engagement with web-based mental health interventions in young people: a systematic review.European child & adolescent psychiatry · 2025Pooled it
- Dissemination Strategies for mHealth Apps: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Evaluating the Effectiveness of Mobile Health in Breast Cancer Care: A Systematic Review.The oncologist · 2023Pooled it
- Design and development of a mobile-based self-care application for patients with depression and anxiety disorders.BMC medical informatics and decision making · 2023Pooled it
- The impact of mobile health applications on the outcomes of patients with chronic kidney disease: a systematic review and meta-analysis.Journal of medicine and life · 2023Pooled it
- Design Features Associated With Engagement in Mobile Health Physical Activity Interventions Among Youth: Systematic Review of Qualitative and Quantitative Studies.JMIR mHealth and uHealth · 2023Pooled it
- Engagement and attrition with eHealth tools for remote monitoring in chronic arthritis: a systematic review and meta-analysis.RMD open · 2022Pooled it
- Long-Term Engagement With a Physical Activity App Among Gynecologic Cancer Survivors in the LETSGO Trial: 12-Month Prospective, Multicenter, Quasi-Experimental Study.JMIR mHealth and uHealth · 2026Trial
- Using a digital health tool to strengthen community engagement in arboviral disease prevention: an implementation study in Colombia.BMC public health · 2026Trial
- Delivery Model Matters for Digital Interventions in Pain Self-Management: Mixed Methods Study.Journal of medical Internet research · 2026Trial
- Glitches to growth: Lessons learned from developing and testing an augmented reality smartphone app for substance use treatment.Experimental and clinical psychopharmacology · 2026Trial
- Acceptability, Feasibility, and Outcome Responsiveness of the Joint Effort Mobile App for Promoting Lower-Risk Cannabis Use Among Young Adults: Pilot Randomized Controlled Trial.JMIR mHealth and uHealth · 2026Trial
- A pilot trial of 'HypoPals': Assessing trial procedures feasibility and intervention acceptability for a prospective digital hypoglycemia behavioral intervention study.Contemporary clinical trials · 2026Trial
146 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 at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMobile health (mHealth) apps are revolutionizing the way clinicians and researchers monitor and manage the health of their participants. However, many studies using mHealth apps are hampered by substantial participant dropout or attrition, which may impact the representativeness of the sample and the effectiveness of the study. Therefore, it is imperative for researchers to understand what makes participants stay with mHealth apps or studies using mHealth apps.
objectiveThis study aimed to review the current peer-reviewed research literature to identify the notable factors and strategies used in adult participant engagement and retention.
methodsWe conducted a systematic search of PubMed, MEDLINE, and PsycINFO databases for mHealth studies that evaluated and assessed issues or strategies to improve the engagement and retention of adults from 2015 to 2020. We followed the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. Notable themes were identified and narratively compared among different studies. A binomial regression model was generated to examine the factors affecting retention.
resultsOf the 389 identified studies, 62 (15.9%) were included in this review. Overall, most studies were partially successful in maintaining participant engagement. Factors related to particular elements of the app (eg, feedback, appropriate reminders, and in-app support from peers or coaches) and research strategies (eg, compensation and niche samples) that promote retention were identified. Factors that obstructed retention were also identified (eg, lack of support features, technical difficulties, and usefulness of the app). The regression model results showed that a participant is more likely to drop out than to be retained.
conclusionsRetaining participants is an omnipresent challenge in mHealth studies. The insights from this review can help inform future studies about the factors and strategies to improve participant retention.
Indexed as
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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.