MétaCan
Menu
Back to cohort
Record W4408320339 · doi:10.35844/001c.128197

Steps for Meaningful Community Partnership in Research: An Intersectional Feminist Research Program Case Study

2025· article· en· W4408320339 on OpenAlexaffabout
Mona Loutfy, Wangari Tharao, J.M. Koebel, V. Logan Kennedy, Angela Underhill, Notisha Massaquoi, Stephanie Smith, Mary Ndung’u, Yasmeen Persad, Claudette Cardinal, Jasmine Cotnam, Valerie Nicholson, Brenda Gagnier, Renée Masching, Carrie Martin, Mina Kazemi, Ashley Lacombe‐Duncan, Carmen H. Logie

Bibliographic record

VenueJournal of Participatory Research Methods · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth Policy Implementation Science
Canadian institutionsCanadian Institutes of Health ResearchSimon Fraser UniversityAIDS VancouverThe Scarborough HospitalWomen's Health In Women's HandsWomen's College HospitalUniversity of Toronto
Fundersnot available
KeywordsGeneral partnershipIntersectionalitySociologyGender studiesCommunity-based participatory researchParticipatory action researchEngineering ethicsPolitical scienceEngineeringAnthropologyLaw

Abstract

fetched live from OpenAlex

The historical focus of the HIV movement on men who have sex with men has led to the systematic exclusion of women from research, programming, and decision-making. In the early 2000s, women researchers, advocates, and community leaders drove transformative shifts in Canada’s HIV sector through community-based participatory research (CBPR) approaches. Their use of CBPR not only revolutionized women’s engagement but also propelled significant progress towards gender-equitable research, including with trans communities and gender diverse and expansive persons. In this article, we critically examine the history of CBPR, specifically in the HIV field, from an intersectional feminist lens. We then present a case study of our research program: the Women and HIV Research Program, as a framework for meaningful community partnership. Next, as academics and community leaders, we describe the conceptualization of meaningful community-engaged research that we developed over 20 years. Our research program has been built upon a strong foundation of genuine academic-community partnerships and has embraced co-creation as a core principle. We reflect on the changes we have seen and responded to in the field over time. Our goal is for this article to serve as a reflective blueprint for those interested in meaningful community engagement and partnership in research.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.593
metaresearch head score (Gemma)0.112
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.482
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.5930.112
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.006
Science and technology studies0.0070.002
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0000.013
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.995
GPT teacher head0.910
Teacher spread0.085 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Participatory Research MethodsSame topicHealth Policy Implementation ScienceFrench-language works237,207