Evidence map›Paper›PMID 38461745›Full record

ArticleAddictive behaviors2024

Social media use, brand engagement, and tobacco product initiation among youth: Evidence from a prospective cohort study.

Lynsie R Ranker, Jiaxi Wu, Traci Hong, Derry Wijaya, Emelia J Benjamin, Aruni Bhatnagar, Rose M Robertson, Jessica L Fetterman, Ziming Xuan

Abstract read
In one paragraph

Article in Addictive behaviors, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Article
  3. Social Media Engagement and Quit Intentions Among Youth With Exclusive E-cigarette Use: The Moderating Role of Social Norms.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2025
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Lynsie R RankerDepartment of Community Health Sciences, Boston University School of Public Health, 801 Massachusetts Avenue, Crosstown Center, 4th floor, Boston, MA 02118, USA. Electronic address: lranker@bu.edu.
Jiaxi WuCollege of Communication, Boston University, 640 Commonwealth Avenue, Boston, MA 02215, USA; Annenberg School for Communication, University of Pennsylvania, 3620 Walnut St, PA 19104, Philadelphia.
Traci HongCollege of Communication, Boston University, 640 Commonwealth Avenue, Boston, MA 02215, USA.
Derry WijayaDepartment of Computer Science, Boston University, 111 Cummington Mall, Boston, MA 02215, USA.
Emelia J BenjaminDepartment of Medicine, Boston Medical Center, Boston University Chobanian & Avedisian School of Medicine, 725 Albany Street, Boston, MA 02118, USA; Department of Epidemiology, Boston University School of Public Health, 715 Albany Street, 4th floor, Boston, MA 02118, USA.
Aruni BhatnagarDepartment of Medicine, University of Louisville, 302 E Muhammad Ali Boulevard, KY 40202, Louisville; American Heart Association Tobacco Regulation and Addiction Center, 7272 Greenville Ave., Dallas, TX 75231, USA.
Rose M RobertsonAmerican Heart Association Tobacco Regulation and Addiction Center, 7272 Greenville Ave., Dallas, TX 75231, USA; Department of Medicine, School of Medicine, Vanderbilt University, 1161 21st Ave. S., Nashville 37232, TN, USA.
Jessica L FettermanEvans Department of Medicine and Whitaker Cardiovascular Institute, Boston University Chobanian & Avedisian School of Medicine, 700 Albany Street, Boston, MA 02118, USA.
Ziming XuanDepartment of Community Health Sciences, Boston University School of Public Health, 801 Massachusetts Avenue, Crosstown Center, 4th floor, Boston, MA 02118, USA.

Funding

IDENTIFICATION OF COMMON GENETIC VARIANTS FOR ATRIAL FIBRILLATION AND PR INTERVALR01HL092577 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI BENJAMIN, EMELIA J., ELLINOR, PATRICK THOMAS · 2009 to 2025
$20.6M
ConProject-006U54HL120163 · NHLBI · AMERICAN HEART ASSOCIATION · PI BHATNAGAR, ARUNI, ROBERTSON, ROSE MARIE · 2018 to 2022
$18.8M
University of Louisville Center for Integrative Environmental Health SciencesP30ES030283 · NIEHS · UNIVERSITY OF LOUISVILLE · PI Michael L Merchant · 2020 to 2026
$10.0M
Relations of Mitochondrial Genetic Variation and Function with Atrial FibrillationK01HL143142 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI FETTERMAN, JESSICA L · 2019 to 2023
$757k
NHLBI NIH HHS K01 HL143142NHLBI NIH HHS R01 HL092577NHLBI NIH HHS U54 HL120163NIEHS NIH HHS P30 ES030283
6 · The paper itself

Abstract

objectiveTo evaluate whether frequent social media use and liking/following tobacco brand accounts was associated with increased risk of tobacco and polytobacco initiation over approximately 1-year follow-up among youth with no prior tobacco use.

methodsAssociations between measures of social media engagement (daily social media use and liking/following tobacco brands) and tobacco initiation risk were examined using data from Waves 2 and 3 (2014-2015) of the US Population Assessment for Tobacco and Health study. Separate log-binomial models, accounting for missing data via multiple imputation and using propensity score adjustment to address confounding, estimated the adjusted relative risk (aRR) of any tobacco initiation and poly-use (2 + products) initiation at 1-year follow-up.

resultsAmong the 8,672 youth with no prior tobacco use (49.3% female, mean [SD] age 14.1 [1.7]), 63.5% used social media at least daily, and 3.3% reported liking/following ≥ 1 tobacco brands on social media. Those reporting daily or more frequent social media use (compared to less) were at increased risk for tobacco (aRR 1.67; 95% CI 1.38-2.02) and polytobacco initiation (aRR 1.32; 95% CI 0.98-1.78). Although results were imprecise, liking/following ≥ 1 tobacco brands on social media (versus none) was associated with tobacco (aRR 1.34; 95% CI 0.95-1.89) or polytobacco initiation (aRR 1.60; 95% CI 0.99-2.60). In sensitivity analyses, liking/following cigarette or cigarillo brands was associated with polytobacco initiation.

conclusionsThis study adds to a growing evidence-base describing the exposure of youth to tobacco-related social media content. Such content-often generated by tobacco companies-may contribute to youth tobacco initiation.

Indexed as

Electronic Nicotine Delivery SystemsSocial MediaTobacco ProductsAdolescentFemaleHumansMaleMarketingProspective StudiesTobacco Use

Identifiers

PMID38461745
PMCPMC11135121

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Registered trials

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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.