ArticleDrug and alcohol dependence2021
Literal text analysis of poly-class and polydrug overdose deaths in North Carolina, 2015-2019.
Article in Drug and alcohol dependence, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 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.
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.
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Who cites it
9 citing papers in PubMed, 14 citations in OpenAlex.
- Improving drug identification in overdose death surveillance by using clinical natural language processing models.Journal of forensic sciences · 2026Article
- "No judgment, no preaching": approaches to harm reduction service provision for people who use drugs in North Carolina.Harm reduction journal · 2026Article
- Prescription Depressant-Involved Overdose Mortality in Massachusetts (2000-2023): A Cohort Study.Journal of general internal medicine · 2026Article
- The Association Between Rapid Opioid Dose Tapering and Polydrug Overdose Deaths Among High-Dose, Long-Term Opioid Therapy Recipients.Journal of general internal medicine · 2025Article
- Leveraging pooled medical examiner records to surveil complex and emerging patterns of polysubstance use in the United States.The International journal on drug policy · 2025Article
- A Hidden Pandemic? Abuse of Gabapentinoids: A Brief Review of Recent Studies.Current drug research reviews · 2025Review
- Fatal and nonfatal opioid overdose risk following release from prison: A retrospective cohort study using linked administrative data.Journal of substance use and addiction treatment · 2023Article
- Polydrug Definition and Assessment: The State of the Art.International journal of environmental research and public health · 2022Review
- Development and Validation of Machine Models Using Natural Language Processing to Classify Substances Involved in Overdose Deaths.JAMA network open · 2022Article
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundThe literal text on death certificates was leveraged to enhance the examination of trends in the specific drugs and drug combinations involved in North Carolina (NC) overdose deaths from 2015 to 2019.
methodsUsing NC death certificate data, overdose deaths included those with a drug poisoning as the underlying ICD-10 cause-of-death code (n = 10,117). The literal text from three death certificate fields were searched for drug mentions by integrating a tool developed by the Council of State and Territorial Epidemiologists Overdose Subcommittee with search terms originating from a National Center for Health Statistics/Food and Drug Administration collaboration. Descriptive statistics were calculated to evaluate substance classes, specific drugs, and drug combinations most frequently involved in these deaths over time.
resultsFrom 2015-2019, polydrug involvement in NC overdose deaths increased (71% in 2015 to 75% in 2019). During the study period, opioid involvement shifted from heroin and/or oxycodone in 2015 to predominantly fentanyl in 2019, with fentanyl involvement increasing from 15% to 58%. Psychostimulant involvement increased for both cocaine (2015: 21%, 2019: 35%) and methamphetamine (2015: 3%, 2019: 13%). Benzodiazepine involvement, including alprazolam and clonazepam, declined during the study period, while the involvement of alcohol and antiepileptics/sedative-hypnotics, specifically gabapentin, remained stable. The top polydrug combinations in 2019 were fentanyl + cocaine (15% of all overdose deaths), fentanyl + heroin (10%), fentanyl + cocaine + heroin (6%), and fentanyl + methamphetamine (4%).
conclusionsIncorporation of literal text methodology into ongoing overdose surveillance can facilitate the identification of specific, emerging drugs and combinations and inform targeted overdose prevention approaches.
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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.