The Invisible Women: Migrant and Immigrant Sex Workers and Law Reform in Canada
Bibliographic record
Abstract
This article examines how migrant and immigrant sex workers have been rendered invisible before the courts and parliament in the reform of laws regarding sex work in Canada. A discourse analysis of the expansive legal record in the Bedford case and the transcripts of Parliamentary debates and testimony before Standing Committees confirm the lack of nuanced discussion on how criminal law reform could impact migrant and immigrant sex workers. As such, while the case of Bedford and the resulting change in the law made by Parliament have been celebrated as a win for some sex workers as an acknowledgment, recognition and judicial validation of experiences by legal institutions of sex workers, a sub-group of women – migrant and immigrant sex workers – remain in the shadows. This article examines how law excludes migrant and immigrant sex workers; it is a starting point for research on how migrant and immigrant sex workers may participate in future legal reform.
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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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.062 | 0.029 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.006 | 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".