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Record W4414376296 · doi:10.1177/15248380251355918

Mental Health Supports for Sexual and Gender Minorities Who Experience Intimate Partner Violence and Abuse: A Systematic Review of North American Literature

2025· article· en· W4414376296 on OpenAlexafffundabout
Stefan Kurbatfinski, Katherine Maurer, Jessica Whitehead, Noah Ulicki, Lee Hodge, Martin Morris, René Peltekian, Richard S. Henry, Zack Marshall

Bibliographic record

VenueTrauma Violence & Abuse · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsJewish General HospitalUniversity of WaterlooPublic Health OntarioToronto Metropolitan UniversityUniversity of TorontoUniversity of CalgaryMcGill UniversityAlberta Children's Hospital
FundersWomen and Gender Equality CanadaSocial Sciences and Humanities Research Council of Canada
KeywordsMental healthDomestic violenceOutreachSuicide preventionPoison controlOccupational safety and healthAbusive relationshipSexual abuse

Abstract

fetched live from OpenAlex

Sexual and gender minorities (SGM) experience inequitable health outcomes due to oppressive social forces (e.g., homophobia, transphobia). For SGM experiencing intimate partner violence and abuse (IPV), help-seeking is challenged by concomitant navigation of the abusive partner and discriminatory forces toward SGM. Mental health providers are an important source of support who can provide SGM experiencing IPV with the tools and resources they need to manage or leave abusive relationships. This systematic review synthesized existing literature on the help-seeking experiences of SGM in North America who experienced IPV and accessed mental health supports. This secondary review (#CRD42020139639) from a larger study used meta-aggregative methods to identify main findings. The authors searched peer-reviewed literature from MEDLINE, Embase, PsycInfo, Scopus, CINAHL, Genderwatch, and Social Science Abstracts and assessed validity using the Joanna-Briggs Institute Checklists. Four synthesized findings were identified from studies ( N = 34) conducted in the United States ( n = 29) and Canada ( n = 5): (a) components of SGM-affirming spaces, (b) characteristics of mental health provision, (c) healing journey process, and (d) community awareness and familiarity with services. Mental health providers (not including couples’ counselors) were identified as positive forms of support for SGM experiencing IPV, providing opportunities for self-development and skills to manage or leave abusive relationships. SGM-affirming spaces (e.g., use of inclusive language) increased SGM comfort in IPV discussions with mental health providers. Training and acknowledgment of SGM-specific IPV, along with client-provider rapport, further underlie effective mental health supports. Increased education and outreach would promote improved access to mental health supports.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.243
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.022
GPT teacher head0.350
Teacher spread0.328 · 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 designSystematic review
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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