On the criminalization of HIV nondisclosure: HIV vulnerabilities and implications for HIV testing among survival sex workers in a qualitative study from Victoria, Canada
Bibliographic record
Abstract
Background: In Canada, failure to disclose HIV+ status before sex can result in incarceration and status as a registered sex offender for life. In 2012, the Supreme Court of Canada ruled that there is no legal mandate for HIV disclosure before sex if (i) a condom is used and (ii) HIV viral loads are extremely low. There is very little known about how the legal mandate for HIV disclosure might inequitably affect the health and safety of sex workers. Purpose: This study critically interrogates the interplay between the legal mandate for HIV disclosure and the routine health-conscious practices (e.g., HIV testing, condom use) of HIV-negative survival sex workers, with particular attention to inequitable health and safety outcomes. This study also qualitatively investigates the structural and social forces that mediate vulnerability to HIV infection and transmission among sex workers, their clients, and their non-commercial, intimate partners. Method: This study 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 sex workers who were clients at PEERS, an NGO offering services and support to sex workers in Victoria, Canada. Findings: The criminalization of HIV nondisclosure had no discernable influence on behavioural HIV risk factors or HIV testing. Participants lacked accurate knowledge of the legal mandate for HIV disclosure. HIV-related health literacy was low. Participants strongly supported HIV disclosure as a legal obligation – but only for exacting justice, and not for reliably offering protective health benefits. The uptake of high-risk sexual practices was driven almost exclusively by (i) extreme needs when servicing clients (e.g., drugs, childcare, money) and (ii) the rich symbolism of condomless sex in non-commercial, intimate partnerships. Participants reported differential degrees of entrenchment in the sex trade at various times in their working lives due to extreme needs. Participants emphasized the importance of ongoing HIV testing as a personal responsibility in order to monitor and maintain their sexual health. Participants identified increased uptake of HIV-related knowledge as affording the most significant protective health benefits against HIV infection. Implications: Lower levels of HIV-related health and legal literacies in the sample call for greater scrutiny of the impacts of initiatives such as ‘Seek and Treat for Optimal Prevention of HIV/AIDS’ (or STOP HIV/AIDS®) which target vulnerable populations across British Columba [BC]. Deeply entrenched sex workers have little recourse to exit the sex trade immediately upon receiving an HIV+ test result, especially in under-resourced social assistance milieux. Targeting this population for HIV testing facilitates the creation of a new caste of HIV+ potential criminals, despite the well-established, beneficial health outcomes at the individual and population levels from early commencement of antiretroviral treatment. Conclusion: Survival sex workers require special considerations in HIV pre-test counselling. The empowerment of sex workers can come firstly through the enhancement of HIV-related health – and legal – literacies. Full knowledge of the advantages and disadvantages of HIV testing will allow the consent for HIV testing to be truly informed. New HIV testing guidelines make BC the first province to recommend regular HIV screening for all adults. These guidelines also recommend exclusion of discussions of the criminalization of HIV nondisclosure in pre-test counselling for all patients. Re-thinking the consent for HIV testing among sex workers is crucially important for their immediate health and safety.
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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 | 0.009 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.031 | 0.017 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".