Sex work by law: Bedford's impact on municipal approaches to regulating the sex trade
Bibliographic record
Abstract
The recent Ontario trial decision in Bedford suggests three interrelated principles that municipal law makers should consider when formulating bylaws aimed at regulating sex work. These principles, if upheld on appeal, will inform the constitutionality ofboth current and prospective bylaws regulating sex work in Canadian cities. In Bedford, justice Himel concluded that the constitutionality of laws regulating the sex trade must be determined in a legal context which recognizes the violence faced by sex workers. She confirmed that laws that indirectly make sex work more dangerous and harmful must be consistent with those principles that our legal system, through its courts, have deemedfundamencal to a just society. She recognized that in a just society a government is not entitled to jeopardize the health and physical safety of sex workers for the sake of reducing public nuisance. In order to ensure the constitutional validity of proposed bylaws, municipal lawmakers will therefore need to consider the impact their bylaws have on the safety ofsex workers.
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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 | 0.016 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.031 | 0.020 |
| Scholarly communication | 0.015 | 0.004 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.019 | 0.013 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".