SynthesisNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2021
The Association Between Tobacco Outlet Density and Smoking Among Young People: A Systematic Methodological Review.
Synthesis in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 2 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
26 citing papers in PubMed, 2 syntheses or guidelines pooled it, 33 citations in OpenAlex.
- Neighbourhood inequities in the availability of retailers selling tobacco products: a systematic review.Tobacco control · 2025Pooled it
- Tobacco retailer density and smoking behaviour: how are exposure and outcome measures classified? A systematic review.BMC public health · 2023Pooled it
- Child Salivary Cotinine Levels Related to Neighborhood Deprivation and Tobacco and Alcohol Retail Outlets.Journal of urban health : bulletin of the New York Academy of Medicine · 2026Article
- How do US Adults Who Vape Choose Among Different E-Cigarette (EC) Models and Cigarettes in Response to Prices and Taxes.Health economics · 2026Article
- Tobacco retailer density and its association with birth outcomes in the USA: 2000-2016.Tobacco control · 2025Article
- Global policy scan of commercial combustible tobacco product retailing regulations by WHO region.Tobacco control · 2025Article
- Community Awareness-Raising to Support Tobacco Policy: Results from an App-Based Photo-Mapping Activity with College Students.Journal of community health · 2025Article
- Does living near a tobacco retailer impact the efficacy of smoking cessation treatments?: Analysis from a randomized trial.Addictive behaviors reports · 2025Article
- Tobacco retailer density and rurality across four US states: California, Connecticut, North Carolina, and Ohio.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025Article
- Assessing Temporal Changes in Spatially-Varying Disparities in Tobacco Retailer Density across Ohio.Ohio journal of public health · 2025Article
- Tobacco and Alcohol Retailer Availability and Neighborhood Racialized, Economic, and Racialized Economic Segregation in North Carolina.Journal of racial and ethnic health disparities · 2023Article
- Adolescent use and co-use of tobacco and cannabis in California: The roles of local policy and density of tobacco, vape, and cannabis retailers around schools.Preventive medicine reports · 2023Article
- How Can We Measure Alcohol Outlet Density Around Schools? A Comparison Between Two Buffer-Based Methods.Journal of urban health : bulletin of the New York Academy of Medicine · 2023Article
- Tobacco retail availability and cigarette and e-cigarette use among youth and adults: a scoping review.Tobacco control · 2022Article
- Tobacco Retail Outlets, Neighborhood Deprivation and the Risk of Prenatal Smoke Exposure.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- Tobacco retail licencing systems in Europe.Tobacco control · 2022Article
- Variations in Tobacco Retailer Type Across Community Characteristics: Place Matters.Preventing chronic disease · 2022Article
- Sociodemographic Disparities in Tobacco Retailer Density in the United States, 2000-2017.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- Trends in the Number and Type of Tobacco Product Retailers, United States, 2000-2017.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- Associations between disparities in tobacco retailer density and disparities in tobacco use.Preventive medicine · 2022Article
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 at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
aimEvidence on the association between tobacco outlet density and proximity and smoking behavior among youth is inconsistent, which may be due to methodological problems in some studies. We assessed the association of outlet density or proximity with smoking behavior among young people while taking into account the methodological quality of studies.
methodsMEDLINE, EMBASE, and Google Scholar were systematically searched for studies on the relationship between outlet density or proximity and smoking behavior among 12- to 25-year-olds, published between 1997 and 2017. Methodological quality of the included studies was evaluated independently by two reviewers.
resultsTwenty studies were included in the review. The quality assessment identified five primary sources of potential bias: overadjustment for mediators (problems identified in 14 studies), underadjustment for confounders (six studies), poor statistical model fit (four studies), selection bias (three studies), and misclassification of exposure measurements (eight studies). Four studies were of high methodological quality. In studies with relatively high quality, 10 associations were reported, of which seven were nonsignificant, two positive, and one negative. Similarly, the complete body of evidence demonstrated mostly nonsignificant associations, but a larger proportion of positive associations than negative.
conclusionAlthough there is some support for a positive direction, current literature does not provide consistent evidence for a positive association between outlet density and smoking among youth. This is not necessarily due to bias in specific studies, but more to fundamental challenges in study design and exposure measurements. These issues need to be addressed in future studies using more rigorous methods. IMPLICATIONS: Our findings suggest that, although there is some evidence for a positive association, current scientific literature does not provide consistent support to claim an effect of tobacco outlet density or proximity on youth smoking. This underlines the need for more research with improved methodology. There is a need for quasiexperimental studies, in which the outlet density changes substantially, studies measuring the actual exposure of youth to tobacco outlets, and qualitative research on the mechanisms underlying any association.
Indexed as
Identifiers
What OpenQuestion holds
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.