Evidence map›Paper›PMID 42871221›Full record

ArticlePRiMER (Leawood, Kan.)2026

A Difference-in-Differences Analysis of Low-Value Opioid Utilization for Acute Low Back Pain, 2019-2021.

Jamie K Turner, Christopher T Grubb, Jacqueline B Britz, Samantha M Harden, Alexandra L Hanlon, John W Epling, Michelle S Rockwell

Abstract read
In one paragraph

Article in PRiMER (Leawood, Kan.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from 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.

2 · The registry

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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Jamie K TurnerTranslational Biology, Medicine, and Health Graduate Program, Virginia Tech, Roanoke, VA.
Christopher T GrubbCenter for Biostatistics and Health Data Science, Virginia Tech, Roanoke, VA.
Jacqueline B BritzDepartment of Family Medicine and Population Health, Virginia Commonwealth University, Richmond, VA.
Samantha M HardenDepartment of Family and Community Medicine, Virginia Tech Carilion School of Medicine, Roanoke, VA.
Alexandra L HanlonCenter for Biostatistics and Health Data Science, Virginia Tech, Roanoke, VA.
John W EplingDepartment of Family and Community Medicine, Carilion Clinic, Roanoke, VA.
Michelle S RockwellDepartment of Family and Community Medicine, Carilion Clinic, Roanoke, VA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The use of opioids for acute low-back pain (LBP) is considered low-value in most clinical scenarios. Understanding trends in low-value opioid utilization can inform interventions to support guideline-concordant care. This study evaluated the utilization of low-value opioids for acute LBP, and variation by rurality, payer, and sex, before and during the COVID-19 pandemic. Methods: In this retrospective cohort study, we examined opioid claims from Virginia's All-Payer Claims Database among adults with commercial, Medicare Advantage (MA), or Medicaid insurance during 2019-2021. We identified low-value opioid claims for acute LBP and quantified utilization rates per 1,000 patients. Heterogeneous difference-in-differences models generated incidence rate ratios (IRRs) stratified by rurality, payer, and sex to estimate differences between the observed (during-pandemic) and expected (prepandemic) rates. Results: Among our cohort ( Conclusions: The decline in low-value opioid utilization for acute LBP was accelerated during 2020-2021. Utilization was consistently higher in rural than nonrural areas. Findings highlight the need for targeted interventions and policy to reduce low-value opioid utilization, especially in rural areas to ensure equitable, high-value care for acute pain.

Indexed as

AnalgesicsLow-Value CareNon-Guideline-ConcordantRuralSubstance Use

Identifiers

PMID42871221
PMCPMC13658999

What OpenQuestion holds

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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.