SynthesisJournal of medical Internet research2020
Behavior Change Techniques Included in Reports of Social Media Interventions for Promoting Health Behaviors in Adults: Content Analysis Within a Systematic Review.
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. Cited by 30 papers, 2 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
30 citing papers in PubMed, 2 syntheses or guidelines pooled it, 60 citations in OpenAlex.
- Social Media-Based Interventions for Health Behavior Change in Low- and Middle-Income Countries: Systematic Review.Journal of medical Internet research · 2022Pooled it
- Behavioural interventions delivered through interactive social media for health behaviour change, health outcomes, and health equity in the adult population.The Cochrane database of systematic reviews · 2021Pooled it
- Promoting Self-Regulated Social Media Use on Smartphones With a Mobile Intervention App (Wellspent): Randomized Controlled Trial.JMIR mHealth and uHealth · 2026Trial
- A Mobile-Based Intervention for Dietary Behavior and Physical Activity Change in Individuals at High Risk for Type 2 Diabetes Mellitus: Randomized Controlled Trial.JMIR mHealth and uHealth · 2020Trial
- Young Adults' Interactions With Food and Nutrition Content on Social Media and Implications for Intervention Design: Semistructured Interview Study.Journal of medical Internet research · 2026Article
- Sexual Behavior and Socioecological Factors Influencing Sexual Intercourse Among Adolescents in China: A Cross-Sectional Study.Archives of sexual behavior · 2026Article
- Social Media as a Double-Edged Sword in Sports Nutrition Dissemination: Opportunities, Challenges, and Pathways Forward.Current nutrition reports · 2026Review
- Article
- Using Social Media to Disseminate Behavior Change Interventions: Scoping Review of Systematic Reviews.Journal of medical Internet research · 2025Article
- Social media strategies used to translate knowledge and disseminate clinical neuroscience information to healthcare users: A systematic review.PLOS digital health · 2025Article
- 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
- Effects of behavior change techniques in interventions promoting condom use among youth in the Global North.PloS one · 2025Article
- Precision Prevention through Social Media: Report of Four Cases.Yearbook of medical informatics · 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
- Implementing multicomponent, eHealth-based behaviour change support within a dietary intervention trial improves adherence to study-related behaviours in healthy young adults.BMC nutrition · 2023Article
- Effects of WAKE.TAIWAN Healthy Lifestyle Web-Based Promotion Programs on Adults' Awareness of Self-perceived Weight Status and Their Healthy Lifestyle Stages: Retrospective Analysis.JMIR formative research · 2023Article
- An International Systematic Review Concerning the Effect of Social Media Exposure on Public Compliance with Infection Prevention and Control Measures During the COVID-19 Pandemic.Journal of infection prevention · 2023Review
- A Tailored and Engaging mHealth Gamified Framework for Nutritional Behaviour Change.Nutrients · 2023Article
- Health education and promotion of #PhysicalActivity on Twitter before and during COVID-19.Health education journal · 2023Article
- Public health messages during a global emergency through an online community: a discourse and sentiment analysis.Frontiers in digital health · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundSocial media are an increasingly commonly used platform for delivering health promotion interventions. Although recent research has focused on the effectiveness of social media interventions for health promotion, very little is known about the optimal content within such interventions, and the active ingredients to promote health behavior change using social media are not clear. Identifying which behavior change techniques (BCTs) are reported may help to clarify the content of interventions using a generalizable terminology that may facilitate future intervention development.
objectiveThis study aimed to identify which BCTs are reported in social media interventions for promoting health behavior change in adults.
methodsWe included 71 studies conducted with adult participants (aged ≥18 years) and for which social media intervention was considered interactive in a Cochrane review of the effectiveness of such interventions. We developed a coding manual informed by the Behavior Change Technique Taxonomy version 1 (BCTTv1) to identify BCTs in the included studies. We identified BCTs in all study arms (including control) and described BCTs in the group and self-directed components of studies. We characterized the dose of delivery for each BCT by low and high intensity. We used descriptive analyses to characterize the reported BCTs.
resultsOur data consisted of 71 studies published from 2001 to 2017, mainly conducted in high-income countries (n=65). Most studies (n=31) used tailored, interactive websites to deliver the intervention; Facebook was the most used mainstream platform. In developing our coding manual, we adapted some BCTTv1 instructions to better capture unique nuances of how BCTs were operationalized in social media with respect to likes, retweets, smiles, congratulations, and badges. Social support (unspecified), instruction on how to perform the behavior, and credible source were most frequently identified BCTs in intervention arms of studies and group-delivery settings, whereas instruction on how to perform the behavior was most commonly applied in self-directed components of studies, control arms, and individual participant settings. Instruction on how to perform the behavior was also the most frequently reported BCT in both intervention and control arms simultaneously. Instruction on how to perform the behavior, social support (unspecified), self-monitoring of behavior, information about health consequences, and credible source were identified in the top 5 BCTs delivered with the highest intensity.
conclusionsThis study within a review provides a detailed description of the BCTs and their dose to promote behavior change in web-based, interactive social media interventions. Clarifying active ingredients in social media interventions and the intensity of their delivery may help to develop future interventions that can more clearly build upon the existing evidence.
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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.