HIV Vulnerability Among Survival Sex Workers Through Sexual Violence and Drug Taking in a Qualitative Study From Victoria, Canada, With Additional Implications for Pre-exposure Prophylaxis for Sex Workers
Bibliographic record
Abstract
Objective: This qualitative study investigates how social and structural forces mediate vulnerability to HIV infection and transmission among survival sex workers, their clients, and their non-commercial, intimate partners—with especial focus on sexual violence and drug taking. Method: I employed an adapted grounded theory approach to conducting and analyzing ( n = 9) open-ended, in-depth interviews with a convenience sample of currently working (and recently exited) survival sex workers from a community setting in Victoria, Canada. Findings: Participants revealed important contexts and conditions under which they were vulnerable to HIV infection. At the behavioural level, participants were aware of how HIV could be transmitted (condomless sex and sharing drug equipment), yet participants voiced strongly how structural and systemic features (for instance, client violence, the need for drugs, and “bad date” referrals) could squeeze and constrain their agency to take up safer practices, mediating their optimal HIV health and safety. Some participants reported strained relationships with police because of previous drug involvement. Conclusion: Survival sex workers constitute a health population vulnerable to HIV infection, and ensuring there could be a supportive (outreach) community replete with HIV resources is paramount. The availability of safer sex and drug equipment play important roles in HIV behavioural prevention efforts. However, uptake of pre-exposure prophylaxis (PrEP) at no cost in the Canadian province of British Columbia could be an important and beneficial structural intervention for non-injection drug taking cis-female sex workers in this study who are presently ineligible for no cost PrEP.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".