SynthesisJournal of medical Internet research2020
Rates of Attrition and Dropout in App-Based Interventions for Chronic Disease: Systematic Review and Meta-Analysis.
Synthesis in Journal of medical Internet research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05912439 (Smartphone Based Health Behaviour Intervention for Adolescents; Usage and Daily Attrition Rates.), which is not on this map. Cited by 353 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.
Smartphone Based Health Behaviour Intervention for Adolescents; Usage and Daily Attrition Rates.
Who cites it
353 citing papers in PubMed, 14 syntheses or guidelines pooled it.
- Attrition in Digital Self-Management Interventions for Patients With Metabolic Dysfunction Associated Steatotic Liver Disease (MASLD): Mixed Methods Systematic Review.Journal of medical Internet research · 2026Pooled it
- Therapeutic Interaction Features of AI Chatbots in Depression Interventions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Uncovering the hierarchical determinants of continuous usage in online health communities: integrating meta-analysis with FUZZY-DEMATEL-AISM.Scientific reports · 2026Pooled it
- Digital, remotely delivered management interventions for adult asthma: a systematic review and meta-analysis.Frontiers in public health · 2026Pooled it
- Conversational agent-based interventions for lifestyle behavior modification in older adults: a systematic review.Systematic reviews · 2025Pooled it
- Effectiveness and Feasibility of Workplace-Based Mental Health Interventions for University Academic Staff: A Systematic Review.International journal of environmental research and public health · 2025Pooled it
- The effectiveness of mobile app-based interventions in facilitating behaviour change towards healthier and more sustainable diets: a systematic review and meta-analysis.The international journal of behavioral nutrition and physical activity · 2025Pooled it
- Engagement With Conversational Agent-Enabled Interventions in Cardiometabolic Disease Self-Management: Systematic Review.JMIR mHealth and uHealth · 2025Pooled it
- Understanding Inequalities in Mobile Health Utilization Across Phases: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- How effective are remote and/or digital interventions as part of alcohol and drug treatment and recovery support? A systematic review and meta-analysis.Addiction (Abingdon, England) · 2025Pooled it
- Digital Health Interventions Are Effective for Irritable Bowel Syndrome Self-Management: A Systematic Review.Digestive diseases and sciences · 2025Pooled it
- Systematic review exploring human, AI, and hybrid health coaching in digital health interventions: trends, engagement, and lifestyle outcomes.Frontiers in digital health · 2025Pooled it
- Digital resilience interventions for healthcare workers: a systematic review.Frontiers in psychiatry · 2025Pooled it
- Framework Development for Reducing Attrition in Digital Dietary Interventions: Systematic Review and Thematic Synthesis.Journal of medical Internet research · 2024Pooled it
- Effectiveness, Mediators and Moderators of Remote Live vs. Pre-Recorded Physical Exercise Training for Chronic Low Back Pain.European journal of pain (London, England) · 2026Trial
- Personalized Mobile App-Based Messaging and Step Tracking for Improving Walking Behavior in Adults: Randomized Controlled Trial.JMIR mHealth and uHealth · 2026Trial
- 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
- Feasibility of the Aktivplan Digital Health Intervention for Supporting Regular Physical Activity Following Phase II Rehabilitation: Randomized Controlled Pilot Feasibility Study (ACTIVE-CaRe Pilot).JMIR formative research · 2026Trial
- Delivery Model Matters for Digital Interventions in Pain Self-Management: Mixed Methods Study.Journal of medical Internet research · 2026Trial
- Exploration of experience and sustained engagement with a web-based cognitive rehabilitation intervention amongst patients with aggressive lymphoma: a qualitative sub-study.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Trial
293 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
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundChronic disease represents a large and growing burden to the health care system worldwide. One method of managing this burden is the use of app-based interventions; however attrition, defined as lack of patient use of the intervention, is an issue for these interventions. While many apps have been developed, there is some evidence that they have significant issues with sustained use, with up to 98% of people only using the app for a short time before dropping out and/or dropping use down to the point where the app is no longer effective at helping to manage disease.
objectiveOur objectives are to systematically appraise and perform a meta-analysis on dropout rates in apps for chronic disease and to qualitatively synthesize possible reasons for these dropout rates that could be addressed in future interventions.
methodsMEDLINE (Medical Literature Analysis and Retrieval System Online), PubMed, Cochrane CENTRAL (Central Register of Controlled Trials), and Embase were searched from 2003 to the present to look at mobile health (mHealth) and attrition or dropout. Studies, either randomized controlled trials (RCTs) or observational trials, looking at chronic disease with measures of dropout were included. Meta-analysis of attrition rates was conducted in Stata, version 15.1 (StataCorp LLC). Included studies were also qualitatively synthesized to examine reasons for dropout and avenues for future research.
resultsOf 833 studies identified in the literature search, 17 were included in the review and meta-analysis. Out of 17 studies, 9 (53%) were RCTs and 8 (47%) were observational trials, with both types covering a range of chronic diseases. The pooled dropout rate was 43% (95% CI 29-57), with observational studies having a higher dropout rate (49%, 95% CI 27-70) than RCTs in more controlled scenarios, which only had a 40% dropout rate (95% CI 16-63). The studies were extremely varied, which is represented statistically in the high degree of heterogeneity (I
conclusionsDropout rates in mHealth interventions are high, but possible areas to minimize attrition exist. Reducing dropout rates will make these apps more effective for disease management in the long term.
trial registrationInternational Prospective Register of Systematic Reviews (PROSPERO) CRD42019128737; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42019128737.
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