ArticlePloS one2017
Why do people use electronic nicotine delivery systems (electronic cigarettes)? A content analysis of Twitter, 2012-2015.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 77 papers, 1 of them a synthesis 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
77 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Perceptions and Sentiments About Electronic Cigarettes on Social Media Platforms: Systematic Review.JMIR public health and surveillance · 2020Pooled it
- Twenty-four-hour subjective and pharmacological effects of ad-libitum electronic and combustible cigarette use among dual users.Addiction (Abingdon, England) · 2020Trial
- Association of E-Cigarette Use With Smoking Cessation Among Smokers Who Plan to Quit After a Hospitalization: A Prospective Study.Annals of internal medicine · 2018Trial
- Prevalence, risk perception, and motivations behind E-cigarettes and heated tobacco use: a cross-sectional study in Italian adolescents.Italian journal of pediatrics · 2025Article
- Reasons for using e-cigarettes among adults who smoke: comparing the findings from the 2016 and 2020 ITC Korea Surveys.Tobacco control · 2025Article
- A systematic review investigating the impact of dual use of e-cigarettes and conventional cigarettes on smoking cessation.ERJ open research · 2025Article
- Comparative effects of cigarette smoking, e-cigarette use, and dual use on pulmonary function, exercise capacity, and quality of life in young adults: a cross-sectional study.Frontiers in public health · 2025Article
- A comprehensive content analysis of 104 Chinese electronic cigarette manufacturing enterprise official websites.Tobacco control · 2024Article
- The e-cigarette assessment for youth-Revised (EAsY-R): Preliminary results of a pilot study of measure refinement via cognitive interviewing.Journal of research on adolescence : the official journal of the Society for Research on Adolescence · 2024Article
- Vaping Behavior in Young Adults During the COVID-19 Pandemic.Respiratory care · 2023Article
- Twitter Sentiment About the US Federal Tobacco 21 Law: Mixed Methods Analysis.JMIR formative research · 2023Article
- Displacement imposition scale assesses reactions of cigarette and e-cigarette users impacted by a campus-wide smoking ban.Journal of American college health : J of ACH · 2023Article
- An Analysis of Arguments Advanced via Twitter in an Advocacy Campaign to Promote Electronic Nicotine Delivery Systems.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2023Article
- A Daily Assessment Study of Smoking Cessation After a Head and Neck Cancer Diagnosis.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- E-cigarettes and youth: an unresolved Public Health concern.Italian journal of pediatrics · 2022Review
- E-cigarette Use Among Young Adult Patients: The Opportunity to Intervene on Risky Lifestyle Behaviors to Reduce Cancer Risk.Journal of community health · 2022Article
- Electronic Cigarettes or Vaping: Are There Any Differences in the Profiles, Use and Perceptions between a Developed and a Developing Country?International journal of environmental research and public health · 2022Article
- Crowdsourcing for Machine Learning in Public Health Surveillance: Lessons Learned From Amazon Mechanical Turk.Journal of medical Internet research · 2022Article
- Content and trend analysis of user-generated nicotine sickness tweets: A retrospective infoveillance study.Tobacco induced diseases · 2022Article
- Characteristics of and User Engagement With Antivaping Posts on Instagram: Observational Study.JMIR public health and surveillance · 2021Observational
17 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
Abstract
The reasons for using electronic nicotine delivery systems (ENDS) are poorly understood and are primarily documented by expensive cross-sectional surveys that use preconceived close-ended response options rather than allowing respondents to use their own words. We passively identify the reasons for using ENDS longitudinally from a content analysis of public postings on Twitter. All English language public tweets including several ENDS terms (e.g., "e-cigarette" or "vape") were captured from the Twitter data stream during 2012 and 2015. After excluding spam, advertisements, and retweets, posts indicating a rationale for vaping were retained. The specific reasons for vaping were then inferred based on a supervised content analysis using annotators from Amazon's Mechanical Turk. During 2012 quitting combustibles was the most cited reason for using ENDS with 43% (95%CI 39-48) of all reason-related tweets cited quitting combustibles, e.g., "I couldn't quit till I tried ecigs," eclipsing the second most cited reason by more than double. Other frequently cited reasons in 2012 included ENDS's social image (21%; 95%CI 18-25), use indoors (14%; 95%CI 11-17), flavors (14%; 95%CI 11-17), safety relative to combustibles (9%; 95%CI 7-11), cost (3%; 95%CI 2-5) and favorable odor (2%; 95%CI 1-3). By 2015 the reasons for using ENDS cited on Twitter had shifted. Both quitting combustibles and use indoors significantly declined in mentions to 29% (95%CI 24-33) and 12% (95%CI 9-16), respectively. At the same time, social image increased to 37% (95%CI 32-43) and lack of odor increased to 5% (95%CI 2-5), the former leading all cited reasons in 2015. Our data suggest the reasons people vape are shifting away from cessation and toward social image. The data also show how the ENDS market is responsive to a changing policy landscape. For instance, smoking indoors was less frequently cited in 2015 as indoor smoking restrictions became more common. Because the data and analytic approach are scalable, adoption of our strategies in the field can inform follow-up survey-based surveillance (so the right questions are asked), interventions, and policies for ENDS.
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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.