Health and well-being of trans and non-binary participants in a community-based survey of gay, bisexual, and queer men, and non-binary and Two-Spirit people across Canada
Bibliographic record
Abstract
There is a paucity of population health data on the experiences of transgender, non-binary, and other gender minority gay, bisexual, and queer men, and Two-Spirit people in Canada. To address this gap, this article presents a socio-demographic and health profile of trans and non-binary participants from the community-based bilingual 2018 Sex Now Survey. Participants were recruited in-person from Pride festivals in 15 communities to self-complete an anonymous paper-and-pen questionnaire. To be eligible, participants needed to be at least 15 years old, live in Canada, either report a non-heterosexual sexual identity or report sex with a man in the past 5 years, and not report gender identity as a woman. Through community consultations the survey was inclusive of trans men, non-binary people, and Two-Spirit people. Three gender groups (cisgender, transgender, and non-binary) were created, and trans and non-binary participants were compared with their cisgender peers across a variety of demographic, mental health, sexual health, and general health indicators. Odds ratios were calculated to determine initial significance for categorical variables, and adjusted odds ratios were calculated to control for five possible confounders (age, ethnoracial identity, country of birth, sexual identity, and financial strain). Significant differences emerged across all sets of indicators, with many of these findings remaining significant after adjusting for confounding variables, including significantly higher reported rates of mental health challenges and sexual health service barriers for trans and non-binary participants compared to the cisgender group. Trans and non-binary participants were also more likely to be in polyamorous relationships. Collectively, our findings demonstrate that trans and non-binary people experience significant disadvantages compared with cisgender sexual minority men. Improved educational supports and employment protections, access to queer and gender affirming healthcare, and trauma-informed mental health services are needed to improve the health wellbeing of trans and non-binary people in Canada.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".