SynthesisJournal of medical Internet research2018
Peer-Based Social Media Features in Behavior Change Interventions: Systematic Review.
Synthesis in Journal of medical Internet research, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers, 10 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
43 citing papers in PubMed, 10 syntheses or guidelines pooled it.
- Elements Influencing User Engagement in Social Media Posts on Lifestyle Risk Factors: Systematic Review.Journal of medical Internet research · 2024Pooled it
- Social media-based interventions for patients with cancer: a meta-analysis and meta-regression of randomised controlled trials.Journal of cancer survivorship : research and practice · 2023Pooled it
- Implementation strategies, facilitators, and barriers to scaling up and sustaining demand generation in family planning, a mixed-methods systematic review.BMC women's health · 2023Pooled it
- Social media-based interventions for adults with obesity and overweight: a meta-analysis and meta-regression.International journal of obesity (2005) · 2023Pooled it
- The Impact of Social Media Interventions on Weight Reduction and Physical Activity Improvement Among Healthy Adults: Systematic Review.Journal of medical Internet research · 2023Pooled it
- The Measurement of Dose and Response for Smoking Behavior Change Interventions in the Digital Age: Systematic Review.Journal of medical Internet research · 2022Pooled it
- Social Media-Based Interventions for Health Behavior Change in Low- and Middle-Income Countries: Systematic Review.Journal of medical Internet research · 2022Pooled it
- Effectiveness of Digital Interventions for Reducing Behavioral Risks of Cardiovascular Disease in Nonclinical Adult Populations: Systematic Review of Reviews.Journal of medical Internet research · 2021Pooled it
- Digital technology to support lifestyle and health behaviour changes in surgical patients: systematic review.BJS open · 2021Pooled it
- Behavior Change Techniques Included in Reports of Social Media Interventions for Promoting Health Behaviors in Adults: Content Analysis Within a Systematic Review.Journal of medical Internet research · 2020Pooled it
- Social media interventions and the moderation of baseline substance use: A secondary data analysis.Addictive behaviors · 2026Trial
- Optimizing Engagement With a Smartphone App to Prevent Violence Against Adolescents: Results From a Cluster Randomized Factorial Trial in Tanzania.Journal of medical Internet research · 2025Trial
- Trial
- Using Social Media to Disseminate Behavior Change Interventions: Scoping Review of Systematic Reviews.Journal of medical Internet research · 2025Article
- Can Mobile Health Applications, Social Media, and Telemedicine Assist with Obesity Treatment?Current obesity reports · 2025Review
- Using Social Media to Promote Life Skills Among Adolescents: A Debate on Opportunities, Challenges, and Implications for Health and Education.Journal of prevention (2022) · 2025Article
- Article
- The SoCAP (Social Communication, Affiliation, and Presence) Taxonomy of Social Features: Scoping Review of Commercially Available eHealth Apps.Journal of medical Internet research · 2024Article
- Fostering Digital Life Skills Through Social Media With Adolescents in 6 German States: Protocol for an Accessibility Study According to the RE-AIM Framework.JMIR research protocols · 2024Article
- Experiences of online group support for engaging and supporting participants in the National Health Service Digital Diabetes Prevention Programme: A qualitative interview study.Journal of health services research & policy · 2024Article
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
backgroundIncorporating social media features into digital behavior change interventions (DBCIs) has the potential to contribute positively to their success. However, the lack of clear design principles to describe and guide the use of these features in behavioral interventions limits cross-study comparisons of their uses and effects.
objectiveThe aim of this study was to provide a systematic review of DBCIs targeting modifiable behavioral risk factors that have included social media features as part of their intervention infrastructure. A taxonomy of social media features is presented to inform the development, description, and evaluation of behavioral interventions.
methodsSearch terms were used in 8 databases to identify DBCIs that incorporated social media features and targeted tobacco smoking, diet and nutrition, physical activities, or alcohol consumption. The screening and review process was performed by 2 independent researchers.
resultsA total of 5264 articles were screened, and 143 articles describing a total of 134 studies were retained for full review. The majority of studies (70%) reported positive outcomes, followed by 28% finding no effects with regard to their respective objectives and hypothesis, and 2% of the studies found that their interventions had negative outcomes. Few studies reported on the association between the inclusion of social media features and intervention effect. A taxonomy of social media features used in behavioral interventions has been presented with 36 social media features organized under 7 high-level categories. The taxonomy has been used to guide the analysis of this review.
conclusionsAlthough social media features are commonly included in DBCIs, there is an acute lack of information with respect to their effect on outcomes and a lack of clear guidance to inform the selection process based on the features' suitability for the different behaviors. The proposed taxonomy along with the set of recommendations included in this review will support future research aimed at isolating and reporting the effects of social media features on DBCIs, cross-study comparisons, and evaluations.
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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.