SynthesisSubstance abuse2015
Defining Nonmedical Use of Prescription Opioids Within Health Care Claims: A Systematic Review.
Synthesis in Substance abuse, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 3 of them syntheses 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
26 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Prevalence and risk factors for misuse of prescription psychotropic drug in patients with severe mental illness: A systematic review.Actas espanolas de psiquiatria · 2023Pooled it
- Long-term opioid therapy definitions and predictors: A systematic review.Pharmacoepidemiology and drug safety · 2020Pooled it
- Automatable algorithms to identify nonmedical opioid use using electronic data: a systematic review.Journal of the American Medical Informatics Association : JAMIA · 2017Pooled it
- Diagnosis and coding of opioid misuse: a systematic scoping review and implementation framework.Pain medicine (Malden, Mass.) · 2025Article
- Improving diagnosis-based quality measures: an application of machine learning to the prediction of substance use disorder among outpatients.BMJ open quality · 2025Article
- CTN-0138: adaptation, implementation, and cluster randomized trial of a Community Pharmacy-Based Prescription Drug Monitoring Program Opioid Risk Assessment Tool-a protocol paper.Addiction science & clinical practice · 2024Article
- Early detection of patients with narcotic use disorder using a modified morphine equivalent daily dose score based on an analysis of real-world prescription patterns: a retrospective cohort study.Ewha medical journal · 2024Article
- Identification of opioid use disorder using electronic health records: Beyond diagnostic codes.Drug and alcohol dependence · 2023Article
- Article
- Algorithms to Identify Nonmedical Opioid Use.Current pain and headache reports · 2023Review
- Development of a potential opioid misuse measure from administrative dispensing data and contrasting opioid misuse among individuals on long-term tramadol, long-term short-acting hydrocodone or long-term short-acting oxycodone therapy in Arkansas.Current medical research and opinion · 2022Article
- Claims-based measures of prescription opioid utilization: A practical guide for researchers.Drug and alcohol dependence · 2021Review
- Article
- Strengths and weaknesses of existing data sources to support research to address the opioids crisis.Preventive medicine reports · 2020Review
- Article
- Barriers to accurately assessing prescription opioid misuse on surveys.The American journal of drug and alcohol abuse · 2019Article
- Use of power-law analysis to predict abuse or diversion of prescribed medications: proof-of-concept mathematical exploration.BMC research notes · 2018Article
- Use of a prescription opioid registry to examine opioid misuse and overdose in an integrated health system.Preventive medicine · 2018Article
- Alcohol, marijuana, and opioid use disorders: 5-Year patterns and characteristics of emergency department encounters.Substance abuse · 2018Article
- Medicaid prior authorization and opioid medication abuse and overdose.The American journal of managed care · 2017Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
backgroundHealth insurance claims data may play an important role for health care systems and payers in monitoring the nonmedical use of prescription opioids (NMPO) among patients. However, these systems require valid methods for identifying NMPO if they are to target individuals for intervention. Limited efforts have been made to define NMPO using administrative data available to health systems and payers. We conducted a systematic review of publications that defined and measured NMPO within health insurance claims databases in order to describe definitions of NMPO and identify areas for improvement.
methodsWe searched 8 electronic databases for articles that included terms related to NMPO and health insurance claims. A total of 2613 articles were identified in our search. Titles, abstracts, and article full texts were assessed according to predetermined inclusion/exclusion criteria. Following article selection, we extracted general information, conceptual and operational definitions of NMPO, methods used to validate operational definitions of NMPO, and rates of NMPO.
resultsA total of 7 studies met all inclusion criteria. A range of conceptual NMPO definitions emerged, from concrete concepts of abuse to qualified definitions of probable misuse. Operational definitions also varied, ranging from variables that rely on diagnostic codes to those that rely on opioid dosage and/or filling patterns. Quantitative validation of NMPO definitions was reported in 3 studies (e.g., receiver operating curves or logistic regression), with each study indicating adequate validity. Three studies reported qualitative validation, using face and content validity. One study reported no validation efforts. Rates of NMPO among the studies' populations ranged from 0.75% to 10.32%.
conclusionsDisparate definitions of NMPO emerged from the literature, with little uniformity in conceptualization and operationalization. Validation approaches were also limited, and rates of NMPO varied across studies. Future research should prospectively test and validate a construct of NMPO to disseminate to payers and health officials.
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