Mis/representation & Silence: Gendered Sex Work Discourse in the London Free Press
Bibliographic record
Abstract
In December 2014, despite the Supreme Court of Canada finding Canada's prostitution laws unconstitutional, the Conservative government passed a bill criminalizing the buying of sex and the advertisement of sex for sale. Sex work has a long history as a hot-button topic, and it continues to remain newsworthy throughout the country. This public discussion in some contexts has privileged certain lobbyists and so-called advocates, disregarding or distorting the voices of sex workers themselves. This territory is starkly heteronormative, reinforcing gendered stereotypes and naturalizing certain types of heterosexual behaviour while ignoring a spectrum of other realities. By analysizing depictions of sex work published for 2013 in the London Free Press, a politically centre-right newspaper printed in a midsized Canadian city, this paper provides analysis of articles about sex work in the local-regional context of London, Ontario (Canada). Exposing a Foucauldian rarefaction of discourse, the analysis works to unveil ideological underpinnings, fleshing out a distorted gendered discourse.
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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 | 0.002 | 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 | 0.001 | 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 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".