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Record W4414537956 · doi:10.1080/26895269.2025.2556971

Mental health care research priorities for trans and gender-diverse young people: Findings from community consultations on improving trauma-related mental health care for trans and gender-diverse communities

2025· article· en· W4414537956 on OpenAlexafffund
Mattie Walker, Owen Ballendine, Lors Heit, Nathan J. Lachowsky, Aaron Devor

Bibliographic record

VenueInternational Journal of Transgender Health · 2025
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsVancouver Native Health SocietyUniversity of Victoria
FundersVancouver FoundationUniversity of Victoria
KeywordsMental health careMental healthHealth careMental healthcareSelf carePublic health

Abstract

fetched live from OpenAlex

Introduction Research on mental health care with trans and gender-diverse (TGD) people presents unique challenges as it brings together two historically complex contexts for TGD communities. While ethical standards and recommendations for research do exist (e.g. Bauer et al., Citation2019; Puckett et al., Citation2023, Veale et al., Citation2022), it is only recently that there has been a turn toward community-engaged research, with communities calling for research led by TGD people and focused on community goals and needs.Method This article presents findings from a qualitative, community-based project on TGD young people’s priorities for future research related to improving trauma-related mental health care. Thirty-four participants engaged across two data collection activities: in-person workshops; and online, semi-structured interviews. Eligibility criteria included: identifying as trans or gender-diverse; being aged 19–30 and having experience accessing, attending, or needing trauma-related mental health supports in British Columbia. Participants shared their experiences with trauma-related mental health care and their priorities for improving mental health care more broadly for TGD communities.Results Research priorities included: Practitioner Education and Training; Indigenous Perspectives; Addressing Racism and Cultural Differences; Impact of Geography; Co-Occurring Needs; Understanding Trauma; Disability, Autism, and Neurodivergence; Pathways to Care; and Approaches to Therapy. Participants emphasized that research should be led by TGD communities who are impacted by the research and needs to be based on community priorities.Discussion These findings provide novel insight from young TGD people into community priorities that can guide future research on mental health care. Findings suggest that future researchers be strategic in building projects that shift the focus from research on TGD people to research that focuses on mental health practitioners, practice approaches, and frameworks that acknowledge the multifaceted lived experiences of TGD people. Future research should pushback against deficit-focused narratives and an over-focus on harm experienced by TGD people.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.141
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.165
GPT teacher head0.476
Teacher spread0.311 · 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.

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

Citations2
Published2025
Admission routes2
Has abstractyes

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