MétaCan
Menu
Back to cohort
Record W4417193379 · doi:10.1177/08862605251396811

Gender-Based Violence Among People With Disabilities: Qualitative Insights on Sexual and Reproductive Health Impacts Across the Life Course

2025· article· en· W4417193379 on OpenAlexafffundabout
K. Liu, Meredith Evans, Nkem Ogbonna, Keat Welsh, Alexandra Rego, Janice Du Mont, Hilary K. Brown

Bibliographic record

VenueJournal of Interpersonal Violence · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsThe Scarborough HospitalWomen's College HospitalPublic Health OntarioUniversity of Toronto
FundersCanadian Institutes of Health ResearchCanada Research Chairs
KeywordsReproductive healthLife course approachThematic analysisQualitative researchPoison controlMental healthSuicide preventionOccupational safety and health

Abstract

fetched live from OpenAlex

Women and gender-diverse people with disabilities are at an elevated risk of gender-based violence (GBV). This study examines how women and gender-diverse people with disabilities experience GBV and how such experiences impact their sexual and reproductive health (SRH) across the life course. We conducted a community-engaged qualitative study from 2022 to 2023 with women and gender-diverse people with disabilities aged 18 years and older living in Canada. Using an inductive thematic approach, we analyzed 26 semi-structured interviews about experiences of GBV and SRH across the life course, including childhood, the reproductive years, and older adulthood. Disability and GBV intersected over time: GBV experienced earlier in life caused mental health disabilities that impacted subsequent life course stages. Ableism meant participants were targets of violence and made disclosure more difficult. GBV experiences impacted SRH by (a) causing new SRH concerns (e.g., unintended pregnancies and forced abortions); (b) amplifying existing SRH concerns (e.g., endometriosis); (c) influencing reproductive decision-making (e.g., contraception and sterilization); (d) shaping sexual practices and relationships (e.g., engagement in high-risk sexual behaviors and intimacy); and (e) changing interactions with SRH services (e.g., painful pelvic exams). Characteristics of services (e.g., availability of disability-related accommodations) also affected disclosure and trust. These findings highlight the long-lasting impacts of GBV on SRH among women and gender-diverse people with disabilities. There is a need for provider education on disability and GBV, and trauma-informed and disability-affirming SRH services developed and implemented in collaboration with people with lived experiences of disability and GBV.

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)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.048
Threshold uncertainty score0.896

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
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 head0.037
GPT teacher head0.407
Teacher spread0.369 · 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 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

Citations0
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueJournal of Interpersonal ViolenceSame topicDisability Rights and RepresentationFrench-language works237,207