“Well, It Should Be Changed for One, Because It’s Our Bodies”: Sex Workers’ Views on Canada’s Punitive Approach towards Sex Work
Bibliographic record
Abstract
Background: The regulation of sex work is contentious in all countries, including for governments, the public, and sex workers themselves. Research shows sex workers’ perspectives are ignored during policy formation in most cases. This is despite the fact they have unique insider knowledge and are directly affected by the policies that are enacted. Methods: We analyzed the accounts of a heterogeneous sample of adult sex workers (N = 218) residing in different urban cities in Canada to find out their views on current laws and their recommendations for reform. The interviews were conducted in 2012–2013 prior to the implementation of the 2014 Protection of Communities and Exploited Persons Act. The paper thus provides an opportunity to compare the changes desired by Canadian sex workers with changes put into law by the Act. Results: Although the interview questions did not directly ask about the current legal system, 121 expressed an opinion. Three main themes emerged from the qualitative analysis: (1) the challenges that criminalization posed to sex workers; (2) the workers’ suggestions for legal reform; and (3) potential issues with legal reform. Conclusions: We discuss the contributions our qualitative findings make to the scholarship on sex work regulation and call for further research that includes sex workers’ voices in decision-making regarding changes to policies affecting their lives.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.013 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".