ArticlePLoS medicine2016
Smoking Behavior and Healthcare Expenditure in the United States, 1992-2009: Panel Data Estimates.
Article in PLoS medicine, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 19 papers.
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
19 citing papers in PubMed.
- Association between smoking cessation and post-hospitalization healthcare costs: a matched cohort analysis.BMC health services research · 2019Trial
- Placebo-controlled randomized clinical trial testing the efficacy and safety of varenicline for smokers with HIV.Drug and alcohol dependence · 2019Trial
- Longitudinal assessment of smoking-related knowledge, attitude, and practice for cancer prevention: an analysis of data from the Korean National Cancer Prevention Awareness and Practice Survey.BMC public health · 2025Article
- Environmental Quality, Extreme Heat, and Healthcare Expenditures.International journal of environmental research and public health · 2024Article
- Impact of Healthy Lifestyle Factors on Life Expectancy and Lifetime Health Care Expenditure: Nationwide Cohort Study.JMIR public health and surveillance · 2024Article
- Examining the Association between Abstinence from Smoking and Healthcare Costs among Patients with Cancer.Cancer prevention research (Philadelphia, Pa.) · 2024Article
- Article
- The Economics of Tobacco Regulation: A Comprehensive Review.Journal of economic literature · 2022Article
- Article
- Patterns of lapses and recoveries during a quit attempt using varenicline and behavioral counseling among smokers with and without HIV.Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2021Article
- Spatial, temporal, and demographic patterns in prevalence of smoking tobacco use and attributable disease burden in 204 countries and territories, 1990-2019: a systematic analysis from the Global Burden of Disease Study 2019.Lancet (London, England) · 2021Article
- Predictors of tobacco smoking among acutely ill patients in a Moscow hospital: A cross-sectional study.Tobacco prevention & cessation · 2020Article
- Article
- Estimation of 1-Year Changes in Medicaid Expenditures Associated With Reducing Cigarette Smoking Prevalence by 1.JAMA network open · 2019Article
- The experimental tobacco marketplace: Narrative influence on electronic cigarette substitution.Experimental and clinical psychopharmacology · 2019Article
- Racial and Income Disparities in Health-Related Quality of Life among Smokers with a Quit Attempt in Louisiana.Medicina (Kaunas, Lithuania) · 2019Article
- Smoking-Attributable Direct Healthcare Expenditure in Lithuania: A Prevalence-Based Annual Cost Approach.Medicina (Kaunas, Lithuania) · 2018Article
- Estimated Budget Impact of Adopting the Affordable Care Act's Required Smoking Cessation Coverage on United States Healthcare Payers.Advances in therapy · 2017Article
- Correction: Smoking Behavior and Healthcare Expenditure in the United States, 1992-2009: Panel Data Estimates.PLoS medicine · 2016Article
Corrections and comments
- Commented on by
- Erratum issued
Authors and funding
2 authors.
Funding
Abstract
backgroundReductions in smoking in Arizona and California have been shown to be associated with reduced per capita healthcare expenditures in these states compared to control populations in the rest of the US. This paper extends that analysis to all states and estimates changes in healthcare expenditure attributable to changes in aggregate measures of smoking behavior in all states. METHODS AND
findingsState per capita healthcare expenditure is modeled as a function of current smoking prevalence, mean cigarette consumption per smoker, other demographic and economic factors, and cross-sectional time trends using a fixed effects panel data regression on annual time series data for each the 50 states and the District of Columbia for the years 1992 through 2009. We found that 1% relative reductions in current smoking prevalence and mean packs smoked per current smoker are associated with 0.118% (standard error [SE] 0.0259%, p < 0.001) and 0.108% (SE 0.0253%, p < 0.001) reductions in per capita healthcare expenditure (elasticities). The results of this study are subject to the limitations of analysis of aggregate observational data, particularly that a study of this nature that uses aggregate data and a relatively small sample size cannot, by itself, establish a causal connection between smoking behavior and healthcare costs. Historical regional variations in smoking behavior (including those due to the effects of state tobacco control programs, smoking restrictions, and differences in taxation) are associated with substantial differences in per capita healthcare expenditures across the United States. Those regions (and the states in them) that have lower smoking have substantially lower medical costs. Likewise, those that have higher smoking have higher medical costs. Sensitivity analysis confirmed that these results are robust.
conclusionsChanges in healthcare expenditure appear quickly after changes in smoking behavior. A 10% relative drop in smoking in every state is predicted to be followed by an expected $63 billion reduction (in 2012 US dollars) in healthcare expenditure the next year. State and national policies that reduce smoking should be part of short term healthcare cost containment.
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