Intersections of Stigma, Mental Health, and Sex Work: How Canadian Men Engaged in Sex Work Navigate and Resist Stigma to Protect Their Mental Health
Bibliographic record
Abstract
Men engaged in sex work experience significant stigma that can have devastating effects for their mental health. Little is known about how male sex workers experience stigma and its effects on mental health or their strategies to prevent its effects in the Canadian context. This study examined the interrelationships between stigma and mental health among 33 Canadian indoor, male sex workers with a specific goal of understanding how stigma affected men's mental health and their protective strategies to mitigate against its effects. Men experienced significant enacted stigma that negatively affected their social supports and ability to develop and maintain noncommercial, romantic relationships. Men navigated stigma by avoidance and resisting internalization. Strategy effectiveness to promote mental health varied based on men's perspectives of sex work as a career versus a forced source of income. Programming to promote men's mental health must take into consideration men's diverse strategies and serve to build social supports.
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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 | 0.016 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".