Evidence mapPaperPMID 42579884Full record

ArticleJMIR diabetes2026

Promoting Stigma-Free Language in Type 2 Diabetes Care Among Primary Care Clinicians: Randomized Controlled Pilot Trial.

Kevin L Joiner, Alexandra Agapiou, Alicia Carmichael, Brandon P Labbree, Donna Walter, Houda Tarraf, Medha Raju, Boluwatife Dogari, Nao Hagiwara, Sophia Lin and 1 more

Abstract read
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Article in JMIR diabetes, 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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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

11 authors.

Kevin L JoinerDepartment of Health Behavior and Clinical Sciences, School of Nursing, University of Michigan, 426 N Ingalls St, Ann Arbor, MI, 48109, United States, 1 734-647-0127.ORCID http://orcid.org/0000-0002-8356-2222
Alexandra AgapiouDepartment of Systems, Populations, and Leadership, School of Nursing, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0009-0007-1243-6249
Alicia CarmichaelInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0001-6181-8058
Brandon P LabbreeInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0002-5893-4469
Donna WalterInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0009-0004-1626-4470
Houda TarrafInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0009-0007-8622-0790
Medha RajuInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0009-0009-5165-6951
Boluwatife DogariInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0009-0009-4628-6976
Nao HagiwaraDepartment of Public Health Sciences, University of Virginia, Charlottesville, VA, United States.ORCID http://orcid.org/0000-0003-3933-8917
Sophia LinDepartment of Health Behavior and Clinical Sciences, School of Nursing, University of Michigan, 426 N Ingalls St, Ann Arbor, MI, 48109, United States, 1 734-647-0127.ORCID http://orcid.org/0009-0000-4453-0490
Richard GonzalezInstitute for Social Research, University of Michigan, Ann Arbor, MI, United States.ORCID http://orcid.org/0000-0001-6334-0430

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The American Diabetes Association and the Association of Diabetes Care & Education Specialists recommend person-first, strengths-based, and stigma-free language in diabetes care and education. However, interventions to promote stigma-free language among primary care clinicians remain limited. Objective: This mixed methods pilot study aimed to evaluate the acceptability and preliminary effects of a diabetes stigma-reduction training module for primary care clinicians, designed to increase awareness of language used in clinician-patient interactions and explore changes in attitudes and intentions toward avoiding stigmatizing language. Methods: Twenty-one primary care clinicians completed either a stigma-reduction training module (n=12) or an active control condition (n=9). Both conditions included a standardized patient encounter, an educational video, and a guided self-reflection activity. The stigma-reduction training module included diabetes-specific content on stigmatizing language and person-first, strengths-based alternatives. Theory of Planned Behavior domain measures were administered before and immediately after the assigned condition. Attitudes and intentions were assessed precondition and postcondition. Acceptability was evaluated using a postcondition survey and semistructured qualitative interviews. Repeated-measures ANOVA was used to assess between-group changes over time, and a qualitative descriptive approach was used to explore clinicians' perceptions. Results: Clinicians who received the stigma-reduction training module demonstrated significantly greater improvement in attitudes toward avoiding stigmatizing language compared with clinicians in the active control condition, with mean attitude scores increasing by 1.19 (SD 0.68) points versus 0.21 (SD 0.44) points, respectively. A significant condition × time interaction was observed (F1,19=14.27; P=.001, partial η2=0.43, Cohen d=1.67). The between-group difference in intention change was not statistically significant, with mean intention scores increasing by 0.69 (SD 1.08) points in the stigma-reduction training module condition versus 0.02 (SD 0.90) points in the active control condition (F1,19=2.33; P=.14, partial η2=0.11, Cohen d=0.67). Acceptability ratings were higher for the stigma-reduction training module than for the active control condition for clarity (mean 6.17, SD 0.72 vs mean 4.44, SD 1.74; P=.02), helpfulness (mean 6.08, SD 1.00 vs mean 4.56, SD 1.59; P=.03), and likelihood of recommendation (mean 6.25, SD 0.87 vs mean 4.56, SD 1.67; P=.02). The qualitative findings suggested that clinicians perceived the stigma-reduction training module as actionable, relevant to primary care, and useful for promoting self-reflection about habitual language use. The active control condition was generally perceived as a useful refresher but less novel and impactful. Conclusions: This pilot study suggests that a brief, theory-informed diabetes stigma-reduction training module is acceptable and associated with improved clinician attitudes toward stigmatizing language in a simulated clinical environment. Changes in intentions were descriptively in the expected direction but did not reach statistical significance. The findings should be interpreted cautiously, given the small sample size and lack of behavioral outcome assessment. Future studies should evaluate the module in larger, more diverse samples and assess whether changes in attitudes translate into sustained changes in clinician language use and patient experiences.

Indexed as

clinician attitudesdiabetes stigmahealth care communicationinterventionmedical educationpatient-provider interactiontype 2 diabetes

Identifiers

PMID42579884
PMCPMC13460796

What Socratic 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 Socratic graph.