Rethinking the Prostitution Debates: Transcending Structural Stigma in Systemic Responses to Sex Work
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
Abstract As legal authorities consider the constitutionality of the laws surrounding prostitution in Canada, we have the opportunity to rethink some of the fundamental assumptions that have been made about sex work and the socio-legal responses to it. In this article we draw on the concept of structural stigma to analyze the stigmatic assumptions inherent in the Canadian laws and briefly describe their effect—the civic exclusion of sex workers. We then consider the ways in which these same assumptions of risk and immorality are reproduced in end-demand (partial criminalization), legalized (regulatory) models, and decriminalization. While the decriminalization of sex work is the response that relies on the least stigmatic assumptions, even the celebrated New Zealand model is not absent of moralization and “othering” discourse. Further reflection is required to conceptualize a policy approach that transcends stigmatic assumptions so as to respect the human and civil rights of sex workers.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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 it