Evidence map›Paper›PMID 40231220›Full record

ArticlePreventive medicine reports2025

A multi-method spatial examination of factors associated with changes in geographic accessibility to buprenorphine providers in HEALing communities study states Kentucky, Massachusetts, and Ohio.

Shikhar Shrestha, Olivia Lewis, Daniel Harris, Peter Rock, Anita Silwal, Sumeeta Srinivasan, Thomas J Stopka

Abstract read
In one paragraph

Article in Preventive medicine reports, 2025. 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

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

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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

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5 · Who and what money

Authors and funding

7 authors.

Shikhar ShresthaDepartment of Public Health and Community Medicine, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA 02111, United States of America.
Olivia LewisDepartment of Public Health and Community Medicine, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA 02111, United States of America.
Daniel HarrisDepartment of Pharmacy Practice and Science, College of Pharmacy, Lee T. Todd Building, University of Kentucky, Lexington, KY 40506, United States of America.
Peter RockInstitute for Biomedical Informatics, College of Medicine, University of Kentucky, Lexington, KY 40506, United States of America.
Anita SilwalSubstance Use Priority Research Area, University of Kentucky, Lexington, KY 40506, United States of America.
Sumeeta SrinivasanDepartment of Urban and Environmental Policy and Planning, Tufts University, 503 Boston Ave, Medford, MA 02155, United States of America.
Thomas J StopkaDepartment of Public Health and Community Medicine, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA 02111, United States of America.

Funding

Kentucky CAN HEAL (Communities and Networks Helping End Addiction Long-term)UM1DA049406 · NIDA · UNIVERSITY OF KENTUCKY · PI WALSH, SHARON L. · 2019 to 2022
$81.7M
NIDA NIH HHS UM1 DA049406
6 · The paper itself

Abstract

Objectives: Access to substance use treatment is critical to reduce the risk of opioid overdose. However, analyzing geographic accessibility using singular measures may provide imprecise estimates. Our objective was to examine changes in geographic accessibility to buprenorphine providers across three HEALing Communities Study (HCS) states, Kentucky, Massachusetts, and Ohio in the US, using multiple spatial analyses and determining whether disparities in access existed across geographic regions and sociodemographic indicators. Methods: We used buprenorphine provider data from the Drug Enforcement Administration database in January 2020 (reference point) and June 2022. We used four methods to examine changes in geographic accessibility to buprenorphine: 1) kernel density analysis; 2) change in rates analysis (at the county or municipality level); 3) minkowski distance (drive-time to the nearest provider); 4) enhanced 2-step floating catchment area (E2SFCA) and spatial regression analyses, controlling for HCS communities (Wave 1 or Wave 2) and other sociodemographic factors. Results: We identified an increase in geographic accessibility to buprenorphine across all three states. Improvements in accessibility were concentrated in areas that had higher reference point access. While our regression model of change in the E2SFCA accessibility index shows that Wave 1 communities in Kentucky had a higher increase in access compared to the state average increase, we were not able to establish consistent associations between HCS communities and changes in the E2SFCA index. Conclusion: Since geographic accessibility to buprenorphine treatment is critical, additional efforts are needed to improve access to buprenorphine providers in rural areas and areas with limited baseline access.

Indexed as

AccessibilityBuprenorphineHEALing communitiesSpatial analysis

Identifiers

PMID40231220
PMCPMC11995124

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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.