ArticleJournal of medical Internet research2017
Images of Little Cigars and Cigarillos on Instagram Identified by the Hashtag #swisher: Thematic Analysis.
Article in Journal of medical Internet research, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers, 1 of them a synthesis that pooled it.
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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
44 citing papers in PubMed, 1 synthesis or guideline pooled it.
- #TurntTrending: a systematic review of substance use portrayals on social media platforms.Addiction (Abingdon, England) · 2023Pooled it
- Monitoring of tobacco product marketing for rapid public health surveillance in the United States.Preventive medicine reports · 2026Article
- Generative AI in a new era of computer model-informed tobacco research: a short report.Tobacco control · 2026Article
- Content Analysis of Tobacco Brands' "Tagged" Section on Instagram.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2025Article
- Development and validation of a multi-agent AI pipeline for automated credibility assessment of tobacco misinformation: a proof-of-concept study.Frontiers in artificial intelligence · 2025Article
- The Scientific Basis for the Regulation of Flavors in Tobacco Products.Annual review of clinical psychology · 2024Review
- Scalable Surveillance of E-Cigarette Products on Instagram and TikTok Using Computer Vision.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2024Article
- Tobacco promotion restriction policies on social media.Tobacco control · 2024Article
- Characteristics of Cheyenne little filtered cigar Instagram ads, 2019-2020.Tobacco control · 2023Article
- Factors Associated with Use of Cigars, Little Cigars, Cigarillos, and Blunts among Hip Hop Youth in the United States.American journal of health behavior · 2023Article
- Correlates of behavior change intents in response to a hypothetical flavored cigar sales restriction among U.S. adult flavored cigar smokers.Preventive medicine · 2022Article
- Themes in TikTok Videos Featuring Little Cigars and Cigarillos: Content Analysis.Journal of medical Internet research · 2022Article
- The Impact of Influencers on Cigar Promotions: A Content Analysis of Large Cigar and Swisher Sweets Videos on TikTok.International journal of environmental research and public health · 2022Article
- Exposure to tobacco and betel nut content on social media, risk perceptions, and susceptibility to peer influence among early adolescents in Guam.Addictive behaviors reports · 2022Article
- Article
- Twitter Surveillance at the Intersection of the Triangulum.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- Influencer prevalence and role on cigar brand Instagram pages.Tobacco control · 2021Article
- Categorizing IQOS-Related Twitter Discussions.International journal of environmental research and public health · 2021Article
- Social media analytics in nutrition research: a rapid review of current usage in investigation of dietary behaviours.Public health nutrition · 2021Review
- Instagram's #JUUL: who's posting what.Translational behavioral medicine · 2021Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
backgroundLittle cigar and cigarillo use is becoming more prevalent in the United States and elsewhere, with implications for public health. As little cigar and cigarillo use grows in popularity, big social media data (eg, Instagram, Google Web Search, Twitter) can be used to capture and document the context in which individuals use, and are marketed, these tobacco products. Big social media data may allow people to organically demonstrate how and why they use little cigars and cigarillos, unprimed by a researcher, without instrument bias and at low costs.
objectiveThis study characterized Swisher (the most popular brand of cigars in the United States, controlling over 75% of the market share) little cigar- and cigarillo-related posts on Instagram to inform the design of tobacco education campaigns and the development of future tobacco control efforts, and to demonstrate the utility in using big social media data in understanding health behaviors.
methodsWe collected images from Instagram, an image-based social media app allowing users to capture, customize, and post photos on the Internet with over 400 million active users. Inclusion criteria for this study consisted of an Instagram post with the hashtag "#swisher". We established rules for coding themes of images.
resultsOf 1967 images collected, 486 (24.71%) were marijuana related, 348 (17.69%) were of tobacco products or promotional material, 324 (16.47%) showed individuals smoking, 225 (11.44%) were memes, and 584 (29.69%) were classified as other (eg, selfies, food, sexually explicit images). Of the marijuana-related images, 157/486 (32.3%) contained a Swisher wrapper, indicating that a Swisher product was used in blunt making, which involves hollowing out a cigar and refilling it with marijuana.
conclusionsImages from Instagram may be used to complement and extend the study of health behaviors including tobacco use. Images may be as valuable as, or more valuable than, words from other social media platforms alone. Posts on Instagram showing Swisher products, including blunt making, could add to the normalization of little cigar and cigarillo use and is an area of future research. Tobacco control researchers should design social media campaigns to combat smoking imagery found on popular sites such as Instagram.
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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.