Sex work community participation in criminalized environments: a community-based cohort study of occupational health impacts in Vancouver, Canada: 2010–2019
Bibliographic record
Abstract
BACKGROUND: Sex work criminalization and occupational stigma pose barriers to sex workers' access to support services, including community participation - engagement with sex work specific community organizing at both formalized and grassroots capacities. In light of gaps in evidence regarding impacts of community participation on sex workers' occupational health in higher-income settings, we evaluated engagement in community participation and associations with occupational sexual health outcomes among sex workers in Vancouver, Canada. METHODS: Prospective data from a community-based cohort of 943 women sex workers in Vancouver, British Columbia (2010-2019). We used logistic regression with generalised estimating equations (GEE) to model correlates of community participation, and a confounder modeling approach to examine the association of community participation on sexually transmitted infection (STI) seropositivity. RESULTS: Among participants, 38.1% were Indigenous, 31.4% identified as women of colour (e.g., East Asian, Southeast Asian, Black) and 29.3% were im/migrants to Canada. Over a quarter (28.3%, n = 267) serviced in informal indoor spaces, while 38.0% (n = 358) serviced clients in outdoor/public and 31.4% (n = 296) in formal in-call spaces. 8.9% of participants reported sex work community participation at least once over the 9-year study. In multivariable GEE analysis, Indigenous (adjusted odds ratio(aOR) 1.71, 95% confidence interval (CI) 0.88-3.32) and trans women (aOR 4.69, 95%CI 2.43-9.06) had higher odds of community participation; women of colour had lower odds (aOR 0.18, 95%CI 0.06-0.57). In a multivariable GEE confounder model, community participation was independently associated with lower odds of STI seropositivity (aOR 0.66, 95% CI0.45-0.96). CONCLUSION: Sex workers who engaged in sex work community participation faced reduced odds of STI seropositivity. Building off reserach evaluating community interventions in low and middle income contexts, our study provides some of the first quantitative evidence on community participation among sex workers in Canada, and is the first to examine this in relation to sexual health outcomes. This research demonstrates the need to scale up community participation access for sex workers, via linguistically diverse community spaces, anti-stigma initiatives, and decriminalization to reduce barriers faced by racialized sex workers and support occupational health and rights for all sex workers.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".