Evidence map›Paper›PMID 40089809›Full record

ArticleNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2025

Network Dynamics of Social Influence on E-cigarette Use Among an Ethnically Diverse Adolescent Cohort.

Sarah E Piombo, Kayla de la Haye, Thomas W Valente

Abstract read
In one paragraph

Article in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

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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

3 authors.

Sarah E PiomboDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.ORCID 0000-0001-5118-7897
Kayla de la HayeCenter for Economic and Social Research, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA, USA.
Thomas W ValenteDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.

Funding

Using Social Network Analysis to Understand Peer Influences on ENDS UseR01DA051843 · NIDA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI VALENTE, THOMAS W · 2020 to 2024
$2.8M
Normative and Network Influences on ENDS use (Electronic nicotine delivery systems- e-cigarettes/vaping)F31DA056189 · NIDA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI PIOMBO, SARAH ELIZABETH · 2023 to 2024
$72k
NIDA NIH HHS F31 DA056189NIDA NIH HHS R01 DA051843NIH HHS R01-DA051843 (Valente) and F31-DA056189
6 · The paper itself

Abstract

introductionThe objective of this study was to examine the mechanisms of social influence driving e-cigarette use in adolescent social networks and differentiate between the effects of exposure to friend behavior and social norms on individual use. AIMS AND

methodsSurveys on health behaviors and friendship networks from nine high schools in Southern California (N = 2245; 48% Hispanic) were collected at three time points from Spring 2021 of grade 9, Fall 2021, and Spring 2022 of grade 10. Stochastic actor-oriented models for the co-evolution of social networks and behavior dynamics tested for friendship network social influences on e-cigarette use. Two mechanisms of social influence were estimated, exposure to friend behavior (e-cigarette use among friends) and pro-e-cigarette social norms (perceived peer approval and use of e-cigarettes), while controlling for social selection, individual covariates, and endogenous network effects. Results from the nine schools were combined in a meta-analysis.

resultsFindings revealed social influence effects through exposure to friend e-cigarette use and pro-e-cigarette social norms, which both had significant positive influences on individual e-cigarette initiation over time. Furthermore, Hispanic/Latine individuals and females were more likely to initiate e-cigarette use compared to males and non-Hispanic/Latine students.

conclusionsThe importance of these effects should be considered in tobacco prevention initiatives. Designing culturally tailored interventions that target youth social networks and e-cigarette social norms could be effective at curtailing adolescent use. Changing perceptions and social acceptability of e-cigarettes could be one way to slow or prevent the spread of e-cigarette use in adolescent networks. IMPLICATIONS: These findings demonstrate the role of social influence on adolescent e-cigarette use through two mechanisms, both friend behavior and social norms. A shift in prevention strategies toward addressing social dynamics and social norms rather than focusing solely on individual-level factors may be effective in curtailing use. Changing social perceptions and reducing the social acceptability of e-cigarette use may help slow the spread in adolescent networks.

Indexed as

Adolescent BehaviorElectronic Nicotine Delivery SystemsEthnicitySocial NetworkingVapingAdolescentCaliforniaCohort StudiesFemaleFriendsHumansMaleSocial NormsSurveys and Questionnaires

Identifiers

PMID40089809
PMCPMC12370464

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.