ArticleNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2014
Digital detection for tobacco control: online reactions to the 2009 U.S. cigarette excise tax increase.
Article in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 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.
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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
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Pooled it
- Effects of direct-to-consumer alcohol home delivery policies on alcohol-related online searches in the United States from 2019 to 2023: A Google Trends study.Preventive medicine reports · 2025Article
- Google Trends Analysis of Interest in Smoking Cessation, Treatment Options, and Electronic Nicotine Delivery Systems Following Tax Increase and Introduction of Pictorial Health Warnings in Germany.Tobacco use insights · 2025Article
- Google Trends Assessment of Keywords Related to Smoking and Smoking Cessation During the COVID-19 Pandemic in 4 European Countries: Retrospective Analysis.Online journal of public health informatics · 2024Article
- Digital smoke signals: Event-driven online search trends in Heated Tobacco Products in Poland.Tobacco prevention & cessation · 2024Article
- Trends in public interest in shopping and point-of-sales of JUUL and Puff Bar 2019-2021.Tobacco control · 2023Article
- News coverage of the E-cigarette, or Vaping, product use Associated Lung Injury (EVALI) outbreak and internet searches for vaping cessation.Tobacco control · 2021Article
- Interest in Illicit Purchase of Cigarettes Under a Very Low Nicotine Content Product Standard.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2019Article
- Did the introduction of pictorial health warnings increase information seeking for smoking cessation?: Time-series analysis of Google Trends data in six countries.Tobacco prevention & cessation · 2019Article
- The potential use of social media and other internet-related data and communications for child maltreatment surveillance and epidemiological research: Scoping review and recommendations.Child abuse & neglect · 2018Article
- Article
- They're heating up: Internet search query trends reveal significant public interest in heat-not-burn tobacco products.PloS one · 2017Article
- Why do people use electronic nicotine delivery systems (electronic cigarettes)? A content analysis of Twitter, 2012-2015.PloS one · 2017Article
- Internet cigarette vendors make tax-free claims and sell cigarettes cheaper than retail outlets.Tobacco control · 2016Article
- When a ban really is not a ban: internet loopholes and Djarum flavoured cigarettes in the USA.Tobacco control · 2016Article
- Revisiting the Rise of Electronic Nicotine Delivery Systems Using Search Query Surveillance.American journal of preventive medicine · 2016Article
- Measuring Exposure Opportunities: Using Exogenous Measures in Assessing Effects of Media Exposure on Smoking Outcomes.Communication methods and measures · 2016Article
- Effect of Tobacco Control Policies on Information Seeking for Smoking Cessation in the Netherlands: A Google Trends Study.PloS one · 2016Article
- How popular is waterpipe tobacco smoking? Findings from internet search queries.Tobacco control · 2015Article
- US consumer interest in non-cigarette tobacco products spikes around the 2009 federal tobacco tax increase.Tobacco control · 2015Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
introductionThe Internet is revolutionizing tobacco control, but few have harnessed the Web for surveillance. We demonstrate for the first time an approach for analyzing aggregate Internet search queries that captures precise changes in population considerations about tobacco.
methodsWe compared tobacco-related Google queries originating in the United States during the week of the State Children's Health Insurance Program (SCHIP) 2009 cigarette excise tax increase with a historic baseline. Specific queries were then ranked according to their relative increases while also considering approximations of changes in absolute search volume.
resultsIndividual queries with the largest relative increases the week of the SCHIP tax were "cigarettes Indian reservations" 640% (95% CI, 472-918), "free cigarettes online" 557% (95% CI, 432-756), and "Indian reservations cigarettes" 542% (95% CI, 414-733), amounting to about 7,500 excess searches. By themes, the largest relative increases were tribal cigarettes 246% (95% CI, 228-265), "free" cigarettes 215% (95% CI, 191-242), and cigarette stores 176% (95% CI, 160-193), accounting for 21,000, 27,000, and 90,000 excess queries. All avoidance queries, including those aforementioned themes, relatively increased 150% (95% CI, 144-155) or 550,000 from their baseline. All cessation queries increased 46% (95% CI, 44-48), or 175,000, around SCHIP; including themes for "cold turkey" 19% (95% CI, 11-27) or 2,600, cessation products 47% (95% CI, 44-50) or 78,000, and dubious cessation approaches (e.g., hypnosis) 40% (95% CI, 33-47) or 2,300.
conclusionsThe SCHIP tax motivated specific changes in population considerations. Our strategy can support evaluations that temporally link tobacco control measures with instantaneous population reactions, as well as serve as a springboard for traditional studies, for example, including survey questionnaire design.
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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.