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Record W2150556934 · doi:10.3138/cjccj.2011.e.34

Public Opinion on Prostitution Law Reform in Canada

2012· article· en· W2150556934 on OpenAlexaffvenueabout
John Lowman, Christine Y. Louie

Bibliographic record

VenueCanadian Journal of Criminology and Criminal Justice/La Revue canadienne de criminologie et de justice pénale · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsDecriminalizationAppealLawPublic opinionPolitical scienceGovernment (linguistics)LeagueOpinion pollAssertionSociologyCriminologyPolitics

Abstract

fetched live from OpenAlex

This research note examines prohibitionist claims about public opinion on Canadian prostitution law. It focuses on (1) the Christian Legal Fellowship, REAL Women of Canada, and the Catholic Civil Rights League (CLF) factum to the Superior Court of Ontario in Bedford v Canada (2010), which claims that most Canadians support prohibition; and (2) Prime Minister Stephen Harper's assertion that most Canadians support the prohibitionist stance underlying his government's decision to appeal the Superior Court of Ontario's decision to strike down several prostitution laws (Bedford v Canada 2010). A review of seven national public opinion polls conducted between 1984 and 2011 reveals that, contrary to the CLF and the prime minister's claims, since 2005 a small majority of Canadians favour some form of decriminalization of consensual adult prostitution. The surveys reveal marked gender differences in attitudes to prostitution law reform, with men being more likely to favour decriminalization than women. Three Angus Reid surveys (2009, 2010, 2011) suggest that there is little support for the “Nordic model” of demand-side prohibition.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.126
Threshold uncertainty score0.915

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.007
Science and technology studies0.0100.005
Scholarly communication0.0060.001
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0050.000

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 head0.141
GPT teacher head0.321
Teacher spread0.180 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations15
Published2012
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Journal of Criminology and Criminal Justice/La Revue canadienne de criminologie et de justice pénaleSame topicSex work and related issuesFrench-language works237,207