Evidence map›Paper›PMID 38456488›Full record

ArticleHealth services research2024

Rural-urban differences in out-of-network treatment initiation and engagement rates for substance use disorders.

Eli Raver, Sheldon M Retchin, Yiting Li, Andrew D Carlo, Wendy Y Xu

Abstract read
In one paragraph

Article in Health services research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Article
  2. Article
  3. County-level vulnerability is associated with mental health and substance use treatment among rural suicide decedents: A national multi-year cross-sectional study.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
  4. Regional disparities in Japanese children's mental health profession shortage areas.PCN reports : psychiatry and clinical neurosciences · 2025
    Review
  5. Rural-urban differences in substance use during pregnancy.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
  6. "I'm tired of seeing my friends die": Barriers and facilitators to participating in clinical trials among rural people who use drugs in the United States.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
  7. Article
  8. Article
  9. 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

5 authors.

Eli RaverDivision of Health Services Management and Policy, College of Public Health, The Ohio State University, Columbus, Ohio, USA.ORCID 0000-0002-6904-770X
Sheldon M RetchinDivision of General Internal Medicine, Department of Internal Medicine, College of Medicine, The Ohio State University, Columbus, Ohio, USA.
Yiting LiDivision of Health Services Management and Policy, College of Public Health, The Ohio State University, Columbus, Ohio, USA.
Andrew D CarloMeadows Mental Health Policy Institute, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA.
Wendy Y XuDivision of Health Services Management and Policy, College of Public Health, The Ohio State University, Columbus, Ohio, USA.ORCID 0000-0002-7142-6784

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo examine rural-urban disparities in substance use disorder treatment access and continuation. DATA SOURCES AND STUDY

settingWe analyzed a 2016-2018 U.S. national secondary dataset of commercial insurance claims. STUDY

designThis cross-sectional study examined individuals with a new episode of opioid, alcohol, or other drug use disorders. Treatment initiation and engagement rates, and rates of using out-of-network providers for these services, were compared between rural and urban patients. DATA COLLECTION: We included individuals 18-64 years old with continuous employer-sponsored insurance. PRINCIPAL

findingsPatients in rural settings experienced lower treatment initiation rates for alcohol (36.6% vs. 38.0%, p < 0.001), opioid (41.2% vs. 44.2%, p < 0.001), and other drug (37.7% vs. 40.1%, p < 0.001) use disorders, relative to those in urban areas. Similarly, rural patients had lower treatment engagement rates for alcohol (15.1% vs. 17.3%, p < 0.001), opioid (21.0% vs. 22.6%, p < 0.001), and other drug (15.5% vs. 17.5%, p < 0.001) use disorders. Rural patients had higher out-of-network rates for treatment initiation for other drug use disorders (20.4% vs. 17.2%, p < 0.001), and for treatment engagement for alcohol (27.6% vs. 25.2%, p = 0.006) and other drug (36.1% vs. 31.1%, p < 0.001) use disorders.

conclusionsThese findings indicate that individuals with substance use disorders in rural areas have lower rates of initial and ongoing treatment, and are more likely to seek care out-of-network.

Indexed as

Health Services AccessibilityRural PopulationSubstance-Related DisordersUrban PopulationAdolescentAdultCross-Sectional StudiesFemaleHealthcare DisparitiesHumansMaleMiddle AgedSocioeconomic FactorsUnited StatesYoung Adultalcohol‐related disordersmanaged care programsopioid‐related disordersprovider networksrural health servicessubstance‐related disorders

Identifiers

PMID38456488
PMCPMC11366955

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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.