ArticleNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2021
Effects of Social Media on Adolescents' Willingness and Intention to Use E-Cigarettes: An Experimental Investigation.
Article in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 126 papers, 3 of them syntheses that pooled it.
What it found
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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.
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Who cites it
126 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- #TurntTrending: a systematic review of substance use portrayals on social media platforms.Addiction (Abingdon, England) · 2023Pooled it
- Advertising and Young People's Critical Reasoning Abilities: Systematic Review and Meta-analysis.Pediatrics · 2022Pooled it
- A Systematic Review of E-Cigarette Marketing Communication: Messages, Communication Channels, and Strategies.International journal of environmental research and public health · 2022Pooled it
- US adolescents' response to nicotine warning labels in influencer e-cigarette marketing social media posts: a survey-based randomised between-subject experiment.Tobacco control · 2025Trial
- Does source matter? Examining the effects of health experts, friends, and social media influencers on young adult perceptions of Instagram e-cigarette education messages.Drug and alcohol dependence · 2024Trial
- The effect of branded versus standardized e-cigarette packaging and device designs: an experimental study of youth interest in vaping products.Public health · 2024Trial
- Experimental Test of Abstaining-and-Drinking Social Media Content on Adolescent and Young Adult Social Norms and Alcohol Use.Journal of studies on alcohol and drugs · 2023Trial
- Message Source Credibility and E-Cigarette Harm Perceptions among Young Adults.International journal of environmental research and public health · 2022Trial
- Negative Perceptions of Young People Using E-Cigarettes on Instagram: An Experiment With Adolescents.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2021Trial
- #NoIDVape: A content analysis of illicit vape messaging in young people's information sources.Addiction (Abingdon, England) · 2026Article
- Youth perspectives on how social influences impacted nicotine vaping cessation: A qualitative thematic analysis.BMC public health · 2026Article
- To Vape or Not to Vape: Oral Health in the Age of Electronic Nicotine Delivery Systems and Electronic Non-Nicotine Delivery Systems.International dental journal · 2026Review
- Social support on social media may buffer associations of parental rejection with sexual minority young adults' tobacco use outcomes.Addictive behaviors reports · 2026Article
- The quality of video information related to smoking cessation on mainstream short-video platforms in China: a cross-sectional study.BMC public health · 2026Article
- Reach and impact of you and me, together vape-free: a school-based E-cigarette prevention curriculum for elementary, middle, and high school students.Preventive medicine reports · 2026Article
- Review
- Daily Associations Between Social Media Exposure and E-Cigarette Use Among Mexican American College Students.Substance use & misuse · 2026Article
- Social media, depression, and vaping susceptibility: A prospective cohort study of the combined effects in college students.Tobacco prevention & cessation · 2026Article
- Social media exposure, school prevention, and adolescent vaping: a structural equation model-based secondary analysis of the Florida youth tobacco survey.Frontiers in public health · 2026Article
- Unmasking the appeal: voices of young adults prior to World No Tobacco Day at Qatar University.Frontiers in public health · 2026Article
66 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
7 authors.
Funding
Abstract
introductionThis study examined the effects of experimentally manipulated social media exposure on adolescents' willingness and intention to use e-cigarettes. AIMS AND
methodsParticipants were 135 adolescents of age 13-18 (52.6% female, mean age = 15.3) in California. Participants viewed six social media posts online in a 2 (post source: peer or advertisement) × 2 (e-cigarette content exposure: heavy or light) between-subjects design. Analyses were weighted to population benchmarks. We examined adolescents' beliefs, willingness, and intention to use e-cigarettes in association with social media use intensity in daily life and with experimentally manipulated exposure to social media posts that varied by source (peer or advertisement) and content (e-cigarette heavy or light).
resultsGreater social media use in daily life was associated with greater willingness and intention to use e-cigarettes and more positive attitudes, greater perceived norms, and lower perceived danger of e-cigarette use (all p-values <.01). In tests of the experimental exposures, heavy (vs. light) e-cigarette content resulted in greater intention (p = .049) to use e-cigarettes and more positive attitudes (p = .019). Viewing advertisements (vs. peer-generated posts) resulted in greater willingness and intention (p-values <.01) to use e-cigarettes, more positive attitudes (p = .003), and greater norm perceptions (p = .009). The interaction effect of post source by post content was not significant for any of the outcomes (all p-values >.529).
conclusionsGreater social media use and heavier exposure to advertisements and e-cigarette content in social media posts are associated with a greater risk for e-cigarette use among adolescents. Regulatory action is needed to prohibit sponsored e-cigarette content on social media platforms used by youth. IMPLICATIONS: Adolescents who use social media intensely may be at higher risk for e-cigarette use. Even brief exposure to e-cigarette content on social media was associated with greater intention to use and more positive attitudes toward e-cigarettes. Regulatory action should be taken to prohibit sponsored e-cigarette content on social media used by young people, including posts by influencers who appeal to young people.
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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.