Evidence map›Paper›PMID 42204777›Full record

ArticleCancer medicine2026

The Effect of Social Associations on Mammography Screening Disparities in Rural Communities: A County-Level Secondary Analysis.

V Bernacchi, A Kumar, K Hirko, E Adjei Boakye, S Tam, K Arcoleo, T Lucas, J Moss

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Article in Cancer medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

V BernacchiMichigan State University College of Nursing, East Lansing, Michigan, USA.ORCID https://orcid.org/0000-0002-7694-1224
A KumarDepartment of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA.
K HirkoDepartment of Epidemiology and Biostatistics, Michigan State University College of Human Medicine, East Lansing, Michigan, USA.ORCID https://orcid.org/0000-0002-0050-655X
E Adjei BoakyeDepartment of Epidemiology and Biostatistics, Michigan State University College of Human Medicine, East Lansing, Michigan, USA.ORCID https://orcid.org/0000-0001-9163-8103
S TamDepartment of Otolaryngology - Head and Neck Surgery, Henry Ford Health, Detroit, Michigan, USA.ORCID https://orcid.org/0000-0003-1145-5185
K ArcoleoMichigan State University College of Nursing, East Lansing, Michigan, USA.
T LucasDepartment of Public Health, Michigan State University College of Human Medicine, East Lansing, Michigan, USA.
J MossDepartment of Family and Community Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionMammography screening rates in rural counties are lower compared to urban counties. We hypothesized that social associations may help ameliorate this rural-urban disparity. Thus, the purpose of this ecological study was to explore the relationships among rurality, social associations, and mammography screening.

methodsWe conducted a secondary, county-level analysis of the 2022 County Health Rankings and Roadmaps data. We classified counties as rural or urban (rural-urban continuum code of 4+ vs. others), and we gathered the number of social organizations per 10,000 residents (i.e., "social associations"). We used a structural equation model to examine the direct and indirect effects of rurality and social associations on the mammography screening.

resultsOf 3143 U.S. counties, 1976 (62.9%) were rural. Rural counties have greater social associations compared to urban counties (β = 0.20, SE = 0.02, p < 0.0001). Counties with greater social associations had higher mammography screening rates (β = 0.34, SE = 0.02, p < 0.0001) while rural counties had lower screening rates (β = -0.24, SE = 0.02, p < 0.0001). There was a significant indirect effect of rurality through social associations on mammography screening (β = 0.07, SE = 0.01, p < 0.0001). Living in a rural area in the presence of increased social associations led to increased mammography screening.

conclusionsRural counties have more social associations but a lower rate of mammography screening. These analyzes revealed, however, that social associations buffer the negative relationship between rurality and mammography, leading to increased mammography screening rates. Clinical-community partnerships leveraging social associations could minimize rural mammography screening disparities.

Indexed as

Breast NeoplasmsEarly Detection of CancerHealthcare DisparitiesMammographyRural PopulationFemaleHumansSocioeconomic Disparities in HealthUnited StatesUrban Populationbreast cancercountieshealth disparitiesmammography screeningrural

Identifiers

PMID42204777
PMCPMC13240194

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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.