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Record W4406853460 · doi:10.1370/afm.3191

Interviews to Assess a Peer Health Navigator Service for People Who Are Transgender or Gender Diverse

2025· article· en· W4406853460 on OpenAlexafffundabout
Emily Gulka, G Rose, Michelle McCarron, Mel Reid, Megan Clark, Stéphanie J. Madill

Bibliographic record

VenueThe Annals of Family Medicine · 2025
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsSaskatchewan Health AuthorityUniversity of Saskatchewan
FundersSaskatchewan Health Research Foundation
KeywordsTransgenderTransgender peoplePsychologyHealth servicesPeer reviewTransgender womenGerontologyMedicineGender studiesPolitical scienceSociologyFamily medicineEnvironmental healthHuman immunodeficiency virus (HIV)Men who have sex with menPopulation

Abstract

fetched live from OpenAlex

PURPOSE: People who are transgender or gender diverse (PTGD) often experience difficulties navigating the health care system due to a variety of factors such as lack of knowledgeable and/or culturally competent clinicians, discrimination, and structural and/or socioeconomic barriers. We sought to determine whether a peer health navigator service in the Canadian province of Saskatchewan helped connect transgender and gender-diverse clients and health care practitioners (HCPs) to resources, and how this service changed their health care experiences. METHODS: Semistructured interviews were conducted with 9 clients and 9 HCPs. Interview transcripts were then analyzed by researchers using an interpretative phenomenological approach, with qualitative data analysis software. RESULTS: The most prevalent theme that emerged from interview data, from both clients and HCPs, was support for the navigators' work and a desire that the service should continue. It was reinforced by 3 subthemes: the importance that the navigators were PTGD, the ability of the navigators to connect people to services and reliable sources of information, and their skill in directly supporting clients. A fourth subtheme, primarily found among clients, was the navigators' ability to provide connections to affirming mental health care. CONCLUSIONS: Clients and HCPs alike emphasized that the navigator's lived experience was invaluable and allowed them to empathize with PTGD and provide support. Furthermore, the navigators acted as a direct connection to health care services, which helped improve access for clients. Our findings underscore the need for navigator positions to become permanent within the provincial health system to improve the health care experiences of PTGD in Saskatchewan.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.066
Threshold uncertainty score0.131

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.003
Scholarly communication0.0010.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.634
GPT teacher head0.573
Teacher spread0.061 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations5
Published2025
Admission routes3
Has abstractyes

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