ArticleJournal of psychiatric research2023
Associations between relative deprivation with opioid use among working-age adults during the great recession.
Article in Journal of psychiatric research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 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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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.
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Who cites it
2 citing papers in PubMed, 2 citations in OpenAlex.
- Estimating opium use prevalence at the national and provincial levels in Iran: a modelling study.Scientific reports · 2026Article
- Higher unemployment benefits are associated with reduced drug overdose mortality in the United States before and during the COVID-19 pandemic.The International journal on drug policy · 2024Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
Recessions, poverty, and unemployment have been associated with opioid use. However, these measures of financial hardship may be imprecise, limiting our ability to understand this relationship. We tested associations between relative deprivation and non-medical prescription opioid use (NMPOU) and heroin use among working-age adults (ages 18-64) during the Great Recession. Our sample included working-age adults in the 2005-2013 United States National Survey of Drug Use and Health (n = 320,186). Relative deprivation compared the lowest limit of participants' income category to the national 25th percentile individual income for people with similar socio-demographic characteristics (race and ethnicity, gender, year). We distinguished the period before (1/2005-11/2007), during (12/2007-06/2009), and after (07/2007-12/2013) the Great Recession. We estimated odds of past-year NMPOU and heroin use for each past-year exposure (i.e., relative deprivation, poverty, unemployment) using separate logistic regressions adjusting for individual-level covariates (gender, age, race/ethnicity, marital status, and education) and national-level annual Gini coefficient. Our results show that NMPOU was higher among people experiencing relative deprivation (aOR = 1.13, 95% CI = 1.06-1.20), poverty (aOR = 1.22, 95% CI = 1.16-1.29), and unemployment (aOR = 1.42, 95% CI = 1.32-1.53) between 2005 and 2013, as was heroin use (aORs = 2.54, 2.09, 3.55, respectively). The association between relative deprivation and NMPOU was modified by recession timing, and was significantly higher after the Recession (aOR = 1.21, 95% CI = 1.11-1.33). Relative deprivation was associated with higher odds of NMPOU and heroin use, and higher odds of NMPOU after the Great Recession. Our findings suggest contextual-level factors may modify the relationship between relative deprivation and opioid use, and support the need for new measures of financial hardship.
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