Evidence map›Paper›PMID 42374293›Full record

ArticleBMC primary care2026

Layers of complexity: a directed content analysis of implementation determinants for integrative group medical visits for patients with chronic pain in safety-net primary care.

Isabel J Roth, Paula Tomczak, Kate Ferriola-Bruckenstein, Paula Gardiner, Jennifer Leeman

Abstract read
In one paragraph

Article in BMC primary care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Isabel J RothUniversity of North Carolina at Chapel Hill School of Nursing, Chapel Hill, NC, USA. Iroth@email.unc.edu.
Paula TomczakUniversity of North Carolina at Chapel Hill School of Nursing, Chapel Hill, NC, USA. Paula_Tomczak@med.unc.edu.
Kate Ferriola-BruckensteinResearch Triangle International, Raleigh, NC, USA.
Paula GardinerUniversity of Massachusetts Chan Medical School, Worcester, MA, USA.
Jennifer LeemanUniversity of North Carolina at Chapel Hill School of Nursing, Chapel Hill, NC, USA.

Funding

Scaling-Up Integrative Pain Management in Federally Qualified Health CentersK01AT011578 · NCCIH · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ROTH, ISABEL · 2022 to 2025
$556k
NCCIH NIH HHS K01 AT011578NCCIH NIH HHS K01AT011578
6 · The paper itself

Abstract

backgroundChronic pain impacts a quarter of U.S. adults and is pervasive among populations who rely on safety-net settings (e.g., hospital outpatient clinics and Federally Qualified Health Centers) for chronic pain management. These settings provide care to more than 31 million patients in the US annually, many of whom require ongoing management of chronic pain. Integrative Group Medical Visits (IGMVs) offer a potentially effective and cost-efficient approach to chronic pain management. The purpose of this study was to identify implementation determinants of IGMVs for chronic pain in safety-net settings to inform strategies to speed future scale-up.

methodsWe conducted semi-structured interviews with clinicians, administrators, and staff with experience implementing IGMVs for patients with chronic pain in safety-net settings. Interviews were guided by the updated Consolidated Framework for Implementation Research (CFIR), which also informed the codebook for directed content analysis of interview transcripts.

resultsA total of 21 interview participants were recruited from ten safety-net settings across the U.S., including clinicians, administrators, staff, and an evaluator. Findings related to 12 CFIR constructs were identified in the analysis, with 2 to 3 constructs identified per CFIR domain. In the Innovation domain, we found that IGMVs are adaptable, complex, incur up-front costs to implement, and yield long-term savings. In the Outer Setting domain, epidemics influence uptake and delivery of IGMVs, and novel financing approaches may facilitate implementation. In the Inner Setting domain, partnerships/connections and tension for change facilitated IGMV implementation; lack of compatibility with setting workflows was a barrier. In the Individual domain, implementation is driven by the motivation of clinician-advocates, and Group Visits Coordinators enhance delivery. In the Implementation Process domain, participants reported engaging clinicians and patients in recruitment, accessing training for clinicians, and adapting for telehealth delivery.

conclusionsWhile many findings were consistent with previous literature, we identified novel determinants: the complexity of IGMVs; the critical role and motivation of clinician-advocates; and importance of accessing training for innovation deliverers. Developing strategies informed by complexity theory that address these determinants is essential to scaling-up IGMVs in safety-net settings with the goal of increasing access to high-quality care and reducing suffering from chronic pain conditions.

Indexed as

Chronic PainPain ManagementPrimary Health CareSafety-net ProvidersShared Medical AppointmentsHumansInterviews as TopicUnited StatesGroup medical visitsImplementation scienceIntegrative pain managementSafety-net

Identifiers

PMID42374293
PMCPMC13591782

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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.