Evidence map›Paper›PMID 34134883›Full record

ArticleAmerican journal of preventive medicine2021

Associations of County Tobacco Retailer Availability With U.S. Adult Smoking Behaviors, 2014-2015.

Amanda Y Kong, Nisha C Gottfredson, Kurt M Ribisl, Chris D Baggett, Paul L Delamater, Shelley D Golden

Open access · greenAbstract read
In one paragraph

Article in American journal of preventive medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
1.2field-weighted citation impact, top 22% of its field
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.

  1. Pooled it
  2. Simulating the Impact of Zoning Policies on Equitably Reducing Neighborhood Tobacco Retailer Availability.Journal of urban health : bulletin of the New York Academy of Medicine · 2026
    Article
  3. Article
  4. Review
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 1 institution in 1 country.

Amanda Y KongDepartment of Health Behavior, UNC Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina. Electronic address: akong2@live.unc.edu.
Nisha C GottfredsonDepartment of Health Behavior, UNC Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
Kurt M RibislDepartment of Health Behavior, UNC Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; UNC Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
Chris D BaggettUNC Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Department of Epidemiology, UNC Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
Paul L DelamaterUNC Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Department of Geography, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
Shelley D GoldenDepartment of Health Behavior, UNC Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; UNC Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
University of North Carolina at Chapel Hill · US

Funding

Project 3: Tobacco Town Policy ModelingP01CA225597 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI HENRIKSEN, LISA ANNE, LUKE, DOUGLAS A · 2018 to 2023
$11.5M
Cancer Health Disparities Training ProgramT32CA128582 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ENG, EUGENIA, TATE, DEBORAH F. · 2009 to 2023
$3.4M
Associations of Tobacco Retailer Density with Neighborhood Sociodemographics, Individual Smoking Behaviors, & COPD Hospital Admission Rates: A Spatial Health ApproachF31CA239331 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI KONG, AMANDA · 2020 to 2020
$29k
NCI NIH HHS F31 CA239331NCI NIH HHS P01 CA225597NCI NIH HHS T32 CA128582
6 · The paper itself

Abstract

introductionGreater availability of tobacco product retailers in an area may be associated with smoking behaviors, and the majority of people who smoke purchase their cigarettes at gas stations and convenience stores. This cross-sectional study investigates the associations of overall tobacco retailer density and gas/convenience density with adult smoking behaviors.

methodsThis study built a list of tobacco retailers in 2014 and calculated the county-level number of retailers per 1,000 people. Individual-level smoking behavior data were drawn from the 2014-2015 Tobacco Use Supplement for a sample of adults (n=88,850) residing in metropolitan counties across the U.S. General estimating equation models were fit to investigate the associations between retailer density and cigarette smoking behaviors (smoking status, quit attempt, quit length). Analyses were conducted in 2020.

resultsA greater number of tobacco retailers (AOR=1.63, 95% CI=1.35, 1.96) and gas stations and convenience stores (AOR=3.29, 95% CI=2.39, 4.52) per 1,000 people were each associated with a higher odds of a respondent smoking every day than the odds of a respondent not smoking. In addition, both measures were associated with a higher odds of a respondent being an every-day than being a some-day smoker. Associations for gas/convenience density were similar in models that additionally controlled for other tobacco retailers (excluding gas/convenience). Study results did not support associations between retailer density and cessation.

conclusionsTobacco retailer density, especially gas/convenience density, is correlated with daily smoking, the most harmful tobacco use behavior. Calculating tobacco retailer density using gas/convenience stores may be a feasible proxy for overall tobacco retailer density.

Indexed as

Tobacco ProductsAdultCommerceCross-Sectional StudiesHumansSmokingTobacco Use

Identifiers

PMID34134883
PMCPMC8384706
OpenAlexW3166891464

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.