Evidence map›Paper›PMID 41728810›Full record

ArticleThe Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association2026

County health rankings, provider shortages, and the health of incarcerated women with opioid use disorder.

Meghan Urhahn, Martha Tillson, Brianna Gagen, Michele Staton

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Meghan UrhahnUniversity of Kentucky College of Medicine, Bowling Green, Kentucky, USA.ORCID https://orcid.org/0009-0000-6023-7278
Martha TillsonUniversity of Kentucky Center on Drug and Alcohol Research, Lexington, Kentucky, USA.ORCID https://orcid.org/0000-0002-9269-0285
Brianna GagenUniversity of Kentucky College of Medicine, Bowling Green, Kentucky, USA.
Michele StatonUniversity of Kentucky Center on Drug and Alcohol Research, Lexington, Kentucky, USA.

Funding

Kentucky Women's Justice Community Opioid Innovation Network (WJCOIN)UG1DA050069 · NIDA · UNIVERSITY OF KENTUCKY · PI STATON, MICHELE · 2019 to 2023
$8.8M
Kentucky Women's Justice Community Overdose Innovation Network - Phase IIRM1DA064496 · NIDA · UNIVERSITY OF KENTUCKY · PI CARRIE BETH OSER, Michele Staton · 2025 to 2026
$2.9M
NIDA NIH HHS RM1 DA064496NIDA NIH HHS UG1 DA050069NIH HEAL Initiative UG1DA050069NIH HHS
6 · The paper itself

Abstract

purposeIncarcerated women in rural Kentucky face significant barriers to healthcare, including provider shortages, geographic isolation, and limited access to preventive services. This study examines how county health rankings and primary care provider (PCP) availability relate to women's self-reported health conditions and healthcare utilization prior to incarceration (PIT).

methodsA total of 900 incarcerated women across nine Kentucky jails were screened for opioid use disorder and enrolled as part of a larger clinical trial. County-level data, including 2023 County Health Rankings and 2022 PCP-to-population ratios, were merged with self-reported data on health conditions and service use PIT. Logistic regression models assessed associations between county-level indicators and pre-incarceration healthcare utilization and health status.

findingsOn average, women were 37.3 years old, 92.6% non-Hispanic White, and 67.1% lived in a rural county before jail. Women from counties with better health rankings were more likely to access substance use treatment (AOR = 0.993, p = 0.028) before incarceration. Those from counties with poorer rankings were more likely to report hepatitis C (AOR = 1.008, p = 0.002) but less likely to report other health concerns, possibly reflecting reduced access or awareness. Fewer available PCPs were associated with higher rates of chronic conditions, such as issues with blood pressure (e.g., hypertension; AOR = 0.782, p = 0.010).

conclusionCounty-level disparities in healthcare infrastructure may significantly affect the health of women involved in the criminal legal system. Strengthening provider networks, expanding telehealth, and investing in rural health systems are critical to improving access and outcomes for this vulnerable population and may reduce recidivism and adverse post-release health events.

Indexed as

Opioid-Related DisordersPrisonersAccess to Primary CareAdultFemaleHealth Services AccessibilityHealth Services for PrisonersHealth StatusHumansKentuckyMiddle AgedRural Populationhealthcare accessincarcerated womenprimary care provider shortagesrural health disparitiessubstance use disorder

Identifiers

PMID41728810
PMCPMC13430536

What Socratic holds

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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 Socratic graph.