Evidence map›Paper›PMID 39031708›Full record

ArticleThe Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association2025

Unveiling rural and Appalachian disparities in cigarette smoking through the social vulnerability index and other county-level characteristics.

Asal Pilehvari, Rebecca A Krukowski, Wen You, Kara P Wiseman, Abigail G Wester, Wendy F Cohn, Roger T Anderson, Melissa A Little

Abstract read
In one paragraph

Article in The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. 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 · 2025
    Article
  2. Observational
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

8 authors.

Asal PilehvariDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.ORCID 0000-0002-7793-7948
Rebecca A KrukowskiDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.
Wen YouDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.
Kara P WisemanDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.
Abigail G WesterDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.
Wendy F CohnDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.
Roger T AndersonDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.
Melissa A LittleDepartment of Public Health Sciences, University of Virginia, Charlottesville, Virginia, USA.

Funding

Women's Oncology Program - WONP30CA044579 · NCI · UNIVERSITY OF VIRGINIA CHARLOTTESVILLE · PI Dina Gould Halme · 1987 to 2026
$72.1M
Leveraging Community Pharmacists to Optimize Smoking Cessation Services for Rural Smokers in AppalachiaR01CA267963 · NCI · UNIVERSITY OF VIRGINIA · PI Melissa Ashley Little · 2022 to 2026
$4.0M
National Institutes of Health Cancer Center Support grant P30CA044579NCI NIH HHS award R01CA267963NCI NIH HHS P30 CA044579NCI NIH HHS R01 CA267963
6 · The paper itself

Abstract

purposeMitigating tobacco-related disparities in the Appalachian region and rural areas is crucial. This study seeks to gauge cigarette smoking prevalence in Virginia counties, uncover rurality and Appalachian-linked disparities, and explore local drivers of these gaps.

methodA 2011-2019 Virginia BRFSS data were used to estimate county-level cigarette smoking rates in adults aged 18 or older. Counties were categorized as urban/rural and Appalachian/non-Appalachian, with a focus on rural-Appalachian. Disparities in cigarette smoking rates and associated factors were analyzed via the Blinder-Oaxaca decomposition method. The study assessed 4 dimensions of the Centers for Disease Control and Prevention's social vulnerability index (SVI): socioeconomic, minority status, household composition, and housing. Additionally, county-specific factors such as tobacco agriculture, physician availability, coal mining, and tobacco retailer density were examined.

findingsRural areas exhibited a 6.18% higher cigarette smoking prevalence compared to urban areas (P<.001). SVI dimensions accounted for 53.2% of the disparity, county features explained 16.4%, and 30.4% remained unexplained. Appalachian areas had a 6.79% higher cigarette smoking prevalence than non-Appalachian areas (P<.001). SVI dimensions explained 51.4% of the disparity, county features accounted for 21.8%, leaving 26.8% unexplained. Rural-Appalachian areas showed a 7.8% higher cigarette smoking prevalence (P<.001). SVI dimensions contributed to 51.7% of the disparity, county features explained 9.6%, and 38.7% remained unexplained.

conclusionsSubstantial disparities in cigarette smoking prevalence exist in underserved areas of Virginia, including rural, Appalachian, and rural-Appalachian regions. While SVI dimensions, physician availability, tobacco agriculture, and coal mining contribute, yet notable gaps remain unexplained. Targeted interventions must tackle unique challenges in disadvantaged areas to reduce smoking and promote health equity.

Indexed as

Cigarette SmokingRural PopulationAdolescentAdultAgedAppalachian RegionFemaleHealth Status DisparitiesHumansMaleMiddle AgedPrevalenceSocioeconomic FactorsVirginiaVulnerable Populationscigarette smoking prevalencehealth equity interventionsrural disparitiessocial vulnerabilityunderserved population disparities

Identifiers

PMID39031708
PMCPMC11637905

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.