The Lived Experience of Gay Men Enduring Intimate Partner Violence (IPV)
Bibliographic record
Abstract
Domestic violence is an issue that plagues all relationships regardless of sexual orientation, ethnicity, gender, or nationality. Despite this issue's widespread nature, Intimate Partner Violence (IPV) in gay male relationships is under-recognized by judicial systems, policies, and social services. Statistical reports completed in Canada describe IPV within LGBTQ+ populations as disproportionality high, yet supportive services, judicial systems, and societal views do not reflect this number. Lack of inclusion of these issues has led to stigmatization and misinformed definitions of violence within gay relationships that endure domestic violence. This phenomenological research study explored the following question: What are gay men's experiences who suffer from IPV? Focusing on five gay men within Canada, this study describes the lived experience of gay men who have endured domestic violence while expanding on themes related to the violence and barriers they experience when seeking supportive services and discussing their IPV experiences. The themes will serve to expand the scope of the issue and gain a holistic understanding of their experiences. Six themes were identified and described: (a) challenges and social barriers in seeking support; (b) heteronormative approach to IPV; (c) feeling responsible for the abuse; (d) fear of being alone, (e) fear of the abuser; and (f) experiencing multiple forms of IPV.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".