ArticleDrug and alcohol dependence2021
Identifying individuals with opioid use disorder: Validity of International Classification of Diseases diagnostic codes for opioid use, dependence and abuse.
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 66 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
66 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Evidence-based framework for identifying opioid use disorder in administrative data: A systematic review and methodological development study.Pain medicine (Malden, Mass.) · 2026Pooled it
- Opioid Use Disorder and Evidence-Based Care Among Medicaid-Enrolled Youths.JAMA network open · 2026Article
- A missed opportunity: receipt of medication for opioid use disorder in Southern California acute care settings.Addiction science & clinical practice · 2026Article
- Trajectories of Medication Utilization for Opioid Use Disorder in Pregnancy and Associated Maternal Outcomes.O&G open · 2026Article
- Burden of all-cause and cause-specific mortality among individuals with medications for treatment of opioid use disorder: A matched cohort study from 4 US health systems, 2012-2021.Journal of substance use and addiction treatment · 2026Article
- Estimating community-level prevalence of opioid use disorder: Extrapolating from Medicaid claims data and other publicly available data sources in Ohio, USA.Addiction (Abingdon, England) · 2026Article
- Evaluating the optimal duration of medication treatment for opioid use disorder.Addiction (Abingdon, England) · 2026Article
- Narrowing differences in the rate of alcohol-related acute care admissions in the United States between women versus men, 2016-2023.Alcohol, clinical & experimental research · 2026Article
- Artificial Intelligence for Opioid Safety Surveillance from Clinical Text: A Clinically Focused Review.Journal of clinical medicine · 2026Review
- Criterion validity and divergent risk profiles of long-term opioid therapy across medicare and medicaid.PloS one · 2026Article
- Does Combined Stimulant and Psychosocial Treatment in Childhood Attention-Deficit/Hyperactivity Disorder Protect Against Future Substance Use?JAACAP open · 2025Article
- The association of opioid prescribing continuity and the risk of opioid use disorder among older adults.Drug and alcohol dependence · 2025Article
- Opioid Tapering and Opioid Overdose, Opioid Use Disorder, and Mortality Among Older Adults: A Nested Case-Control Study.Journal of general internal medicine · 2025Article
- Implementation of screening and assessment tools for diagnosing opioid use disorder: A systematic review.Drug and alcohol dependence reports · 2025Review
- Factors associated with mortality following hospitalization among veterans with opioid use disorder.Journal of substance use and addiction treatment · 2025Article
- Receipt of addiction treatment after nonfatal opioid overdose and risk of subsequent overdose: A retrospective cohort study.Drug and alcohol dependence · 2025Article
- Opioid use after adult liver transplantation: Incidence, high-risk use, and adverse events in a large US cohort.Hepatology communications · 2025Article
- Association Between Sex and Recent Pregnancy and Hepatitis C Virus Treatment in People With Opioid Use Disorder.O&G open · 2025Article
- Diagnosis and coding of opioid misuse: a systematic scoping review and implementation framework.Pain medicine (Malden, Mass.) · 2025Article
- Association Between Opioid Use Disorder and Healthcare Spending and Utilization in Emergency Surgical Patients: A Retrospective Analysis Using Commercial Claims.Annals of surgery open : perspectives of surgical history, education, and clinical approaches · 2025Article
6 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
backgroundPolicy evaluations and health system interventions often utilize International Classification of Diseases (ICD) codes of opioid use, dependence, and abuse to identify individuals with opioid use disorder (OUD) and assess receipt of evidence-based treatments. However, ICD codes may not map directly onto the Diagnostic and Statistical Manual of Mental Disorder (DSM-5) OUD criteria. This study investigates the positive predictive value of ICD codes in identifying patients with OUD.
methodsWe conducted a clinical chart review on a national sample of 520 Veterans assigned ICD-9 or ICD-10 codes for opioid use, dependence, or abuse from 2012 to 2017. We extracted evidence of DSM-5 OUD criteria and opioid misuse from clinical documentation in the month preceding and three months following initial ICD code listing, and categorized patients into: 1) high likelihood of OUD, 2) limited aberrant opioid use, 3) prescribed opioid use without evidence of aberrant use, and 4) insufficient information. Positive predictive value was calculated as the percentage of individuals with these ICD codes meeting high likelihood of OUD criteria upon chart review.
resultsOnly 57.7 % of patients were categorized as high likelihood of OUD; 16.5 % were categorized as limited aberrant opioid use, 18.9 % prescribed opioid use without evidence of aberrant use, and 6.9 % insufficient information.
conclusionsPatients assigned ICD codes for opioid use, dependence, or abuse often lack documentation of meeting OUD criteria. Many receive long-term opioid therapy for chronic pain without evidence of misuse. Robust methods of identifying individuals with OUD are crucial to improving access to clinically appropriate treatment.
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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.