SynthesisJournal of the American Medical Informatics Association : JAMIA2015
The influence of social networking sites on health behavior change: a systematic review and meta-analysis.
Synthesis in Journal of the American Medical Informatics Association : JAMIA, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 278 papers, 20 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
278 citing papers in PubMed, 20 syntheses or guidelines pooled it.
- Digital Interventions Targeting Healthy and Sustainable Eating Behavior: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Effects of digital health interventions on objectively measured physical activity during the perinatal period: a systematic review and meta-analysis.Frontiers in public health · 2026Pooled it
- Behavioural and cognitive changes in young adults towards food and nutrition after exposure to digital food communication: a mixed-methods systematic review.The international journal of behavioral nutrition and physical activity · 2025Pooled it
- Social Media Potential and Impact on Changing Behaviors and Actions in Skin Health Promotion: Systematic Review.Journal of medical Internet research · 2025Pooled it
- The role of social media on COVID-19 preventive behaviors worldwide, systematic review.PloS one · 2024Pooled 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
- Social media interventions for autistic individuals: Systematic review.Frontiers in psychiatry · 2023Pooled it
- Pooled it
- The Role of FacebookInternational journal of environmental research and public health · 2022Pooled it
- Using Social Media to Understand Web-Based Social Factors Concerning Obesity: Systematic Review.JMIR public health and surveillance · 2022Pooled it
- A systematic review of artificial intelligence chatbots for promoting physical activity, healthy diet, and weight loss.The international journal of behavioral nutrition and physical activity · 2021Pooled 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
- Smoking-Cessation Interventions for U.S. Young Adults: Updated Systematic Review.American journal of preventive medicine · 2020Pooled it
- Effectiveness of Mobile Health Interventions on Diabetes and Obesity Treatment and Management: Systematic Review of Systematic Reviews.JMIR mHealth and uHealth · 2020Pooled it
- A Comparison of Physical Activity Mobile Apps With and Without Existing Web-Based Social Networking Platforms: Systematic Review.Journal of medical Internet research · 2019Pooled it
- Identifying Effective Behavior Change Techniques for Alcohol and Illicit Substance Use During Pregnancy: A Systematic Review.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2019Pooled it
- Interventions using social networking sites to promote contraception in women of reproductive age.The Cochrane database of systematic reviews · 2019Pooled it
- Weight Management in Young Adults: Systematic Review of Electronic Health Intervention Components and Outcomes.Journal of medical Internet research · 2019Pooled it
- The use of social media in nutrition interventions for adolescents and young adults-A systematic review.International journal of medical informatics · 2018Pooled it
- Use of Social Network Sites for Communication Among Health Professionals: Systematic Review.Journal of medical Internet research · 2018Pooled it
218 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
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveOur aim was to evaluate the use and effectiveness of interventions using social networking sites (SNSs) to change health behaviors. MATERIALS AND
methodsFive databases were scanned using a predefined search strategy. Studies were included if they focused on patients/consumers, involved an SNS intervention, had an outcome related to health behavior change, and were prospective. Studies were screened by independent investigators, and assessed using Cochrane's 'risk of bias' tool. Randomized controlled trials were pooled in a meta-analysis.
resultsThe database search retrieved 4656 citations; 12 studies (7411 participants) met the inclusion criteria. Facebook was the most utilized SNS, followed by health-specific SNSs, and Twitter. Eight randomized controlled trials were combined in a meta-analysis. A positive effect of SNS interventions on health behavior outcomes was found (Hedges' g 0.24; 95% CI 0.04 to 0.43). There was considerable heterogeneity (I(2) = 84.0%; T(2) = 0.058) and no evidence of publication bias. DISCUSSION: To the best of our knowledge, this is the first meta-analysis evaluating the effectiveness of SNS interventions in changing health-related behaviors. Most studies evaluated multi-component interventions, posing problems in isolating the specific effect of the SNS. Health behavior change theories were seldom mentioned in the included articles, but two particularly innovative studies used 'network alteration', showing a positive effect. Overall, SNS interventions appeared to be effective in promoting changes in health-related behaviors, and further research regarding the application of these promising tools is warranted.
conclusionsOur study showed a positive effect of SNS interventions on health behavior-related outcomes, but there was considerable heterogeneity. Protocol registration The protocol for this systematic review is registered at http://www.crd.york.ac.uk/PROSPERO with the number CRD42013004140.
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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.