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Record W4416420353 · doi:10.1037/tra0002062

2SLGBTQ+ competent trauma-informed care: A mixed methods evaluation of an intervention to enhance the capacity of multidisciplinary service providers.

2025· article· en· W4416420353 on OpenAlexafffundabout
Michelle Tam, Olivia Taylor, Zafiro Andrade‐Romo, Jennifer M. Goldberg, Merrick Pilling, Lori E. Ross

Bibliographic record

VenuePsychological Trauma Theory Research Practice and Policy · 2025
Typearticle
Languageen
FieldPsychology
TopicDigital Mental Health Interventions
Canadian institutionsCentre for Disability Prevention and RehabilitationUniversity of Toronto
FundersPublic Health Agency of Canada
KeywordsMultidisciplinary approachPsychological interventionPsycINFOIntervention (counseling)Service (business)Service provider

Abstract

fetched live from OpenAlex

OBJECTIVE: Given that two-spirit, lesbian, gay, bisexual, transgender, and queer (2SLGBTQ+) people are more likely experience trauma and gender-based violence in their lifetimes compared with heterosexual and/or cisgender peers, it is important that service providers addressing violence and/or trauma be 2SLGBTQ+ culturally competent to support 2SLGBTQ+ communities and avoid retraumatization. To address this need, we developed and implemented a novel 2SLGBTQ+ competent trauma-informed care (TIC) intervention across Ontario, Canada. This article evaluates the intervention based on learning outcomes, professional relevance, changes in knowledge and comfort, and impacts on individual and organizational practices. METHOD: We used mixed methods to assess the acceptability and impact of the intervention on multidisciplinary service providers. The intervention was evaluated with principles of the Kirkpatrick model. Pre- to postsurveys were used to quantitatively assess the intervention's acceptability, as well as comfort and knowledge regarding 2SLGBTQ+ competent TIC. Qualitative interviews were conducted to understand acceptability and impact on personal, professional practice, and organizational levels. RESULTS: = 62). Interviews were conducted with 20 participants. Quantitative surveys indicated an increase in knowledge and comfort in providing TIC for 2SLGBTQ+ people. Qualitative interviews indicated a multilevel impact on service providers' capacity and delivery of 2SLGBTQ+ competent TIC. CONCLUSION: We found that novel interventions to engage service providers in providing 2SLGBTQ+ competent TIC are impactful and merit further development. (PsycInfo Database Record (c) 2026 APA, all rights reserved).

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)0.020
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.848
Threshold uncertainty score0.722

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
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 head0.312
GPT teacher head0.650
Teacher spread0.338 · 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 designOther design
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 routes3
Has abstractyes

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