ArticleJournal of medical Internet research2022
Enrollment and Retention of Participants in Remote Digital Health Studies: Scoping Review and Framework Proposal.
Article 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 39 papers, 3 of them syntheses that pooled it.
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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.
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Who cites it
39 citing papers in PubMed, 3 syntheses or guidelines pooled it, 53 citations in OpenAlex.
- Wearable Technology and Machine Learning for Prediction of Performance-Based and Patient-Reported Outcome Measures: A Systematic Review.Sensors (Basel, Switzerland) · 2026Pooled it
- Use of Digital Health Interventions Among Forcibly Displaced People: A Systematic Review and Meta-Analysis.JAMA network open · 2025Pooled it
- The effectiveness and usability of online, group-based interventions for people with severe obesity: a systematic review and meta-analysis.International journal of obesity (2005) · 2025Pooled it
- Smartphone App-Based Survey Deployment Patterns and Longitudinal Response Rate: Randomized Controlled Trial.Journal of medical Internet research · 2025Trial
- Advancing treat-to-target in SLE: a pilot study using a clinical decision support system.Lupus science & medicine · 2025Trial
- The development and internal pilot trial of a digital physical activity and emotional well-being intervention (Kidney BEAM) for people with chronic kidney disease.Scientific reports · 2024Trial
- Reminder Strategies to Improve Meal-Logging Adherence: Protocol for a Microrandomized Trial.JMIR research protocols · 2026Article
- Characterizing Adherence to a Mobile Health App for Patient-Reported Outcomes in Rheumatoid Arthritis.Rheumatology and therapy · 2026Article
- Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students.JMIR formative research · 2026Observational
- When scientific constraints and real-world implementation collide: Lessons from a hybrid type 3 study of a digital, direct-to-consumer HIV prevention program.Research square · 2026Article
- Digital Attention Bias in Cancer Survivors Intervention for Adolescent and Young Adult Cancer Survivors: Protocol for a Pilot Randomized Controlled Trial.JMIR research protocols · 2026Article
- Participant Experience, Acceptability and Feasibility of Virtual and Digitally Supported Visits in a Phase IIa COPD Trial.Journal of patient experience · 2026Article
- Promoting prosocial behavior and well-being in adolescents through a gamified virtual reality intervention: A randomized controlled trial protocol.Internet interventions · 2025Article
- Development and initial evaluation of a digital service package for community-dwelling older females with pelvic floor dysfunction.BMC health services research · 2025Article
- The Impact of Financial Incentives on Completion of a No Money No Time 6-Week Culinary Nutrition eHealth Challenge.Journal of human nutrition and dietetics : the official journal of the British Dietetic Association · 2025Article
- Enrollment and Retention Outcomes from the Veterans Health Administration for a Remote Digital Health Study: Multisite Observational Study.JMIR formative research · 2025Observational
- Adaptation of Clinical Research Staff to Decentralized Clinical Trials and Impacts on the Patient-Centered Experience: Qualitative Interview Study.Journal of medical Internet research · 2025Article
- Barriers and strategies for recruitment of pregnant women in contemporary longitudinal birth cohort studies.BMC medical research methodology · 2025Article
- Determining the feasibility and acceptability of a randomized telehealth pilot study for veterans with chronic multisymptom illness.Pilot and feasibility studies · 2025Article
- Decentralized Clinical Trials in the Era of Real-World Evidence: A Statistical Perspective.Clinical and translational science · 2025Review
Corrections and comments
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDigital technologies are increasingly used in health research to collect real-world data from wider populations. A new wave of digital health studies relies primarily on digital technologies to conduct research entirely remotely. Remote digital health studies hold promise to significant cost and time advantages over traditional, in-person studies. However, such studies have been reported to typically suffer from participant attrition, the sources for which are still largely understudied.
objectiveTo contribute to future remote digital health study planning, we present a conceptual framework and hypotheses for study enrollment and completion. The framework introduces 3 participation criteria that impact remote digital health study outcomes: (1) participant motivation profile and incentives or nudges, (2) participant task complexity, and (3) scientific requirements. The goal of this study is to inform the planning and implementation of remote digital health studies from a person-centered perspective.
methodsWe conducted a scoping review to collect information on participation in remote digital health studies, focusing on methodological aspects that impact participant enrollment and retention. Comprehensive searches were conducted on the PubMed, CINAHL, and Web of Science databases, and additional sources were included in our study from citation searching. We included digital health studies that were fully conducted remotely, included information on at least one of the framework criteria during recruitment, onboarding or retention phases of the studies, and included study enrollment or completion outcomes. Qualitative analyses were performed to synthesize the findings from the included studies.
resultsWe report qualitative findings from 37 included studies that reveal high values of achieved median participant enrollment based on target sample size calculations, 128% (IQR 100%-234%), and median study completion, 48% (IQR 35%-76%). Increased median study completion is observed for studies that provided incentives or nudges to extrinsically motivated participants (62%, IQR 43%-78%). Reducing task complexity for participants in the absence of incentives or nudges did not improve median study enrollment (103%, IQR 102%-370%) or completion (43%, IQR 22%-60%) in observational studies, in comparison to interventional studies that provided more incentives or nudges (median study completion rate of 55%, IQR 38%-79%). Furthermore, there were inconsistencies in measures of completion across the assessed remote digital health studies, where only around half of the studies with completion measures (14/27, 52%) were based on participant retention throughout the study period.
conclusionsFew studies reported on participatory factors and study outcomes in a consistent manner, which may have limited the evidence base for our study. Our assessment may also have suffered from publication bias or unrepresentative study samples due to an observed preference for participants with digital literacy skills in digital health studies. Nevertheless, we find that future remote digital health study planning can benefit from targeting specific participant profiles, providing incentives and nudges, and reducing study complexity to improve study outcomes.
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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.