Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In Canada, the sale of sex for money was not illegal under the former legislative structure. Regardless, the laws making up that structure were challenged for constitutionality in two cases and were heard by the Supreme Court of Canada. Two vastly different decisions were delivered in the 1990 Prostitution Reference and Bedford decisions, with the latter case repealing the old sex work laws. The Canadian government drafted new laws in response to the repealed laws. Evidence suggests that the new model of sex work regulation is harmful and does little to address the constitutional defects identified in the Bedford decision. This legislative approach comes from the adoption of perspectives from a moral crusade against prostitution, and similar legal structures in other parts of the world. The shortcomings of the law, and the questionable framework it stems from suggests that the government must do more to meet the needs of sex workers in Canada. The examination of this topic raises several philosophical questions that might be considered in future research.
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.
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it