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Record W6903482912 · doi:10.1177/0022018322111840

One step forward, two steps back: The Court of Appeal for Ontario clarifies Canada’s sex work laws but ultimately delivers a blow in attempts to challenge the constitutional validity of Canada’s ‘end demand’ model. R v NS, 2022 ONCA 160

2022· article· en· W6903482912 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSunderland Repository (University of Sunderland) · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsnot available
Fundersnot available
KeywordsAppealParliamentCharterLegislationCriminal codeWork (physics)Sex workConstitutional courtCriminal law

Abstract

fetched live from OpenAlex

R v NS, 2022 ONCA 160 is the latest decision on the constitutional validity of Canada's sex work laws which were introduced to the Canadian Criminal Code through the Protecting Communities and Exploited Persons Act 2014. Since the decision in Canada v Bedford 2013, SCC 72, where the previous sex work laws were declared unconstitutional, the Canadian Parliament passed legislation which introduced an 'end demand' model of regulation. Arguments in the Canadian courts that the new law creates dangerous working conditions and risks the safety and security of sex workers have brought mixed results. In their latest decision, the Court of Appeal of Ontario has dismissed these concerns and declared legal provisions under the Canadian Criminal Code which criminalise the purchase of sex and surrounding activities are not overbroad or grossly disproportionate and therefore do not infringe the Canadian Charter of Rights and Freedoms.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.491
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.030
GPT teacher head0.229
Teacher spread0.199 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it