ArticleSocial science & medicine (1982)2022
County social isolation and opioid use disorder among older adults: A longitudinal analysis of Medicare data, 2013-2018.
Article in Social science & medicine (1982), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
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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.
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Who cites it
11 citing papers in PubMed, 13 citations in OpenAlex.
- Impact of an Interdisciplinary Educational Intervention on Healthcare Provider Knowledge and Beliefs Regarding Opioid Harm Reduction in Older Adults: A Pre-Post Survey Study.Pharmacy (Basel, Switzerland) · 2026Article
- Increased Opioid Exposure in Older Adults During COVID-19: An Interrupted Times Series Analysis.Health science reports · 2025Article
- Associations of community socioeconomic factors and opioid use disorder across an urban-to-rural spectrum in Pennsylvania: an electronic health record-based case-control study.Social psychiatry and psychiatric epidemiology · 2025Article
- Metro/Nonmetro Migration as a Risk Factor for Opioid Use Disorder Among Older Medicare Beneficiaries: A Longitudinal Analysis of 2013-2018 Data.Journal of applied gerontology : the official journal of the Southern Gerontological Society · 2025Article
- The intersection of aging, pain, and opioid use disorder: a retrospective chart review from an outpatient opioid treatment clinic.Frontiers in pain research (Lausanne, Switzerland) · 2025Article
- Opioidergic tuning of social attachment: reciprocal relationship between social deprivation and opioid abuse.Frontiers in neuroanatomy · 2024Review
- Rural-urban differences in dental opioid prescribing among adolescent/young adult and adult Medicaid beneficiaries.Frontiers in public health · 2024Article
- TheFrontiers in psychology · 2024Article
- Social Vulnerability and the Prevalence of Opioid Use Disorder Among Older Medicare Beneficiaries in U.S. Counties.The journals of gerontology. Series B, Psychological sciences and social sciences · 2023Article
- Public transport access to drug treatment before and during COVID-19: Implications for the opioid epidemic.The International journal on drug policy · 2023Article
- Multiscale dimensions of county-level disparities in opioid use disorder rates among older Medicare beneficiaries.Frontiers in public health · 2022Article
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 1 country.
Funding
Abstract
This study aims to fill three knowledge gaps: (1) unclear role of ecological factors in shaping older adults' risk of opioid use disorder (OUD), (2) a lack of longitudinal perspective in OUD research among older adults, and (3) underexplored racial/ethnic differences in the determinants of OUD in older populations. This study estimates the effects of county-level social isolation, concentrated disadvantage, and income inequality on older adults' risk of OUD using longitudinal data analysis. We merged the 2013-2018 Medicare population (aged 65+) data to the American Community Survey 5-year county-level estimates to create a person-year dataset (N = 47,291,217 person-years) and used conditional logit fixed-effects modeling to test whether changes in individual- and county-level covariates alter older adults' risk of OUD. Moreover, we conducted race/ethnicity-specific models to compare how these associations vary across racial/ethnic groups. At the county-level, a one-unit increase in social isolation (mean = -0.197, SD = 0.511) increased the risk of OUD by 5.5 percent (OR = 1.055; 95% CI = [1.018, 1.094]) and a one-percentage-point increase in the working population employed in primary industry decreases the risk of OUD by 1 percent (OR = 0.990; 95% CI = [0.985, 0.996]). At the individual-level, increases in the Medicare Hierarchical Condition Categories risk score, physical comorbidity, and mental comorbidity all elevate the risk of OUD. The relationship between county-level social isolation and OUD is driven by non-Hispanic whites, while Hispanic beneficiaries are less sensitive to the changes in county-level factors than any other racial ethnic groups. Between 2013 and 2018, US older adults' risk of OUD was associated with both ecological and individual factors, which carries implications for intervention. Further research is needed to understand why associations of individual factors with OUD are comparable across racial/ethnic groups, but county-level social isolation is only associated with OUD among non-Hispanic white beneficiaries.
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Registered trials
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.