ArticleJAMA internal medicine2015
Modeling the Health Effects of Expanding e-Cigarette Sales in the United States and United Kingdom: A Monte Carlo Analysis.
Article in JAMA internal medicine, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 55 papers, 5 of them syntheses that pooled 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.
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
55 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- A systematic review of experimental and longitudinal studies on e-cigarette use cessation.Addictive behaviors · 2023Pooled it
- Identifying best modelling practices for tobacco control policy simulations: a systematic review and a novel quality assessment framework.Tobacco control · 2023Pooled it
- Prevalence of electronic nicotine delivery systems and electronic non-nicotine delivery systems in children and adolescents: a systematic review and meta-analysis.The Lancet. Public health · 2021Pooled it
- Overview of Electronic Nicotine Delivery Systems: A Systematic Review.American journal of preventive medicine · 2017Pooled it
- E-cigarettes and smoking cessation in real-world and clinical settings: a systematic review and meta-analysis.The Lancet. Respiratory medicine · 2016Pooled it
- Electronic cigarette use after smoking cessation and lung cancer risk.Nature medicine · 2026Article
- E-Cigarette Use and Depression Among American Indian Adults Who Smoke.Journal of racial and ethnic health disparities · 2026Article
- Response to the Netflix Docuseries "Big Vape: The Rise and Fall of JUUL": Mixed Methods Analysis of YouTube Comments Using Qualitative Coding and Topic Modeling.JMIR formative research · 2025Article
- Scoping of Policy Impacts for Regulating E-cigarettes (SPIRE): findings from a data and decision analytic model mapping project.NIHR open research · 2025Article
- Impact of possible errors in natural language processing-derived data on downstream epidemiologic analysis.JAMIA open · 2023Article
- The smoking and vaping model, A user-friendly model for examining the country-specific impact of nicotine VAPING product use: application to Germany.BMC public health · 2023Article
- Why do smokers use e-cigarettes? A study on reasons among dual users.Preventive medicine reports · 2022Article
- A cost-utility analysis of the impact of electronic nicotine delivery systems on health care costs and outcomes in Canada.Health promotion and chronic disease prevention in Canada : research, policy and practice · 2022Article
- A conceptual framework for assessing the public health effects from snus and novel non-combustible nicotine products.Nordisk alkohol- & narkotikatidskrift : NAT · 2021Article
- Improving on estimates of the potential relative harm to health from using modern ENDS (vaping) compared to tobacco smoking.BMC public health · 2021Review
- Applying the Population Health Standard to the Regulation of Electronic Nicotine Delivery Systems.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2021Review
- Public health implications of vaping in the USA: the smoking and vaping simulation model.Population health metrics · 2021Article
- Estimating the Population Health Impact of Recently Introduced Modified Risk Tobacco Products: A Comparison of Different Approaches.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2021Review
- Evaluating smoking control policies in the e-cigarette era: a modelling study.Tobacco control · 2020Article
- Novel microsimulation model of tobacco use behaviours and outcomes: calibration and validation in a US population.BMJ open · 2020Article
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Authors and funding
2 authors.
Funding
Abstract
importanceThe prevalence of electronic cigarette (e-cigarette) use is increasing. Population health effects will depend on cigarette smoking behaviors, levels of dual use with conventional cigarettes, and e-cigarette toxicity.
objectiveTo evaluate potential health effects of various scenarios of increasing promotion and use of e-cigarettes. DESIGN, SETTING, AND
participantsA base case model was developed using data on actual cigarette and e-cigarette use patterns that quantifies transitions from an initial state of no cigarette or e-cigarette use to 1 of 5 final states: never use of cigarettes or e-cigarettes, cigarette use, e-cigarette use, dual use of cigarettes and e-cigarettes, or quit. Seven scenarios were created that cover a range of use patterns, depending on how the e-cigarette market might develop, as well as a range of possible long-term health effects of e-cigarette use. Scenarios for changes from the base case were evaluated using Monte Carlo simulations. Separate sets of base case model parameters were evaluated for the US and UK populations. MAIN OUTCOMES AND MEASURES: We assigned unitless health "costs" for each final state on a scale of 0 to 100. Population health "costs" were compared with the base case (status quo) assuming e-cigarette use health "costs" from 1% to 50% as dangerous as conventional cigarette use health costs.
resultsCompared with the base case, a harm reduction scenario in which e-cigarette use increases only among smokers who are interested in quitting with more quit attempts and no increased initiation of e-cigarette use among nonsmokers, and another scenario in which e-cigarettes are taken up only by youth who would have smoked conventional cigarettes, had population-level health benefits regardless of e-cigarette health costs in both the United States and United Kingdom. Conversely, scenarios in which e-cigarette promotion leads to renormalization of cigarette smoking or e-cigarettes are used primarily by youth who never would have smoked showed net health harms across all e-cigarette health costs. In other scenarios, the net health effect varied on the basis of the health cost of e-cigarettes. CONCLUSIONS AND RELEVANCE: According to this analysis, widespread promotion of e-cigarettes may have a wide range of population-level health effects, depending on both e-cigarette health risks and patterns of use. Absent the primary effect of e-cigarette promotion being only to divert current or future conventional cigarette smokers to e-cigarette use, the current uncertainty about the health risks of e-cigarettes, increasing e-cigarette use among youth, and the varying health effects at different e-cigarette health costs suggest a potential for harm.
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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.