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Record W4406083078 · doi:10.3389/fpubh.2024.1436354

“A quality of heart, of presence, and of really caring”: toward affirmative intersex health communication in Canada

2025· article· en· W4406083078 on OpenAlexafffundabout
Terese Knoppers, Angelica Voutsinas, Nicole Palmour, Kaleb Saulnier, Morgan Holmes, Marilou Charron, Hortense Gallois, Leslie Ordal, Yann Joly

Bibliographic record

VenueFrontiers in Public Health · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicSexual Differentiation and Disorders
Canadian institutionsMcGill UniversityWilfrid Laurier UniversitySocial Sciences and Humanities Research CouncilSimon Fraser UniversityMcGill University Health Centre
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsQuality (philosophy)MedicinePsychologyFamily medicine

Abstract

fetched live from OpenAlex

Introduction: This qualitative research study aimed to better understand and help improve the Canadian context for health communication with intersex adults by centering the voices of those directly involved and impacted. Methods: We conducted 22 semi-structured interviews with intersex individuals (14) and healthcare practitioners (HCPs, 8) from diverse areas of care. Interviews were analyzed via template thematic analysis and filtered through a conceptual lens that brought together agency-based and social-ecological models of health communication. Results: Findings produced three interlocking axes for change: HCP skills and approaches, structural access to care, and norms and discourses. Participant accounts depict a landscape for intersex health communication where practices are improving, but adverse experiences are still commonplace and intersex individuals cannot assume HCPs will be competent in intersex care. Rather, they utilize a variety of strategies and expend considerable efforts navigating structural gaps and barriers to access affirmative HCPs, who themselves often gained their expertise via individual initiative. Interviewees advocated for HCPs to get a baseline background in intersex care during their medical training, as well as skills in accessible health communication and person-centered and trauma-informed approaches. They also connected broader societal stigma and pathologization to harmful medical practices and called for naturalization and normalization of intersex variations. Conclusion: This study highlights the need for collaborative efforts across multiple sectors and by multiple stakeholders to drive meaningful change. Findings can help guide HCPs, medical educators, researchers, advocates, and policymakers towards accessible, affirmative, and agency-based care.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.026
Threshold uncertainty score0.503

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.031
GPT teacher head0.325
Teacher spread0.294 · 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; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations1
Published2025
Admission routes3
Has abstractyes

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