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Record W3005543226 · doi:10.1177/0964663919897970

Attachments to Victimhood: Anti-Trafficking Narratives and the Criminalization of the Sex Trade

2020· article· en· W3005543226 on OpenAlexaffabout
Marcus A. Sibley

Bibliographic record

VenueSocial & Legal Studies · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsCarleton University
Fundersnot available
KeywordsCriminalizationPunitive damagesCriminologySex workSex traffickingSupreme courtLawState (computer science)Criminal lawGovernment (linguistics)Political scienceNarrativeSociologyHuman trafficking

Abstract

fetched live from OpenAlex

Following the Supreme Court’s decision in Canada (Attorney General) v. Bedford to strike down criminal law provisions related to the regulation of sex work, the government passed Bill C-36, ultimately reaffirming the project of criminalizing prostitution. Also known as the Protection of Communities and Exploited Persons Act (PCEPA), Bill C-36 is part of a global trend that shifts the state’s attention away from regulating sex work as a societal nuisance, and instead, puts forth a carceral agenda which situates sex workers as victims of an inherently exploitative and coercive sex trade – pivoting the punitive elements of criminal law onto clients and mythologized profiteers of the sex trade. Focusing on the testimonies of neo-abolitionists leading up to the implementation of Bill C-36, this article critically explores the ways sex work is constituted as a problem of ‘trafficking’ and how attachments to victimhood allow for renewed criminalization within this new regulatory framework.

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 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)0.000
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 score0.134
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
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 head0.049
GPT teacher head0.365
Teacher spread0.317 · 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 teacher head, not a consensus.

Study designQualitative
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

Citations10
Published2020
Admission routes2
Has abstractyes

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