Negotiating sex work and client interactions in the context of a fentanyl-related overdose epidemic
Bibliographic record
Abstract
Despite awareness of the role of drug use in shaping sex worker/client interactions, these dynamics remain poorly understood in the context of illicit fentanyl-driven overdose epidemics. This study examined sex workers' experiences negotiating client interactions amidst a toxic drug supply in Vancouver, Canada. Findings draw from two ethnographic studies. The first, conducted between December 2016 and May 2017, examined the rapid implementation of several low-threshold supervised consumption sites. The second investigated experiences of women accessing a women-only site from May 2017 to June 2018. Data included 200 hours of fieldwork and in-depth semi-structured interviews with 34 street-based sex workers who use illicit drugs. Data were analysed thematically with attention to the risk environment. Participants described providing harm reduction services to clients as a means to reduce overdose-related risks, thus increasing sex workers' hidden labour. Participants, comments regarding criminalisation and stigma surrounding drug use and sex work indicated a reticence to report overdoses, thereby potentially increasing the risks of overdose-related harms, including death. There is an urgent need for sex worker-led overdose prevention strategies that prioritise health and safety of sex workers and their clients with specific attention to how the criminalisation of particular drugs, practices and people contributes to overdose-related risks.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".