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Record W4360828813 · doi:10.35502/jcswb.272

Sex buyers’ attitudes: A study of Toronto’s online "Escort Review Board"

2023· article· en· W4360828813 on OpenAlexvenueaboutno aff
Rock Y. Y. Leung, Mikhaela Gray-Beerman

Bibliographic record

VenueJournal of Community Safety and Well-Being · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)Economic JusticeConsumerismWelfareSet (abstract data type)Public relationsPsychologyReproductive healthAdvertisingSocial psychologyBusinessSociologyPolitical sciencePopulationLawDemography

Abstract

fetched live from OpenAlex

Many recognize that people who buy sexual services create a demand for services that can lead to exploitation and harms to individuals and communities involved, but little research in the Canadian context has been published to understand these buyers. The present research sought to understand the attitudes of people who buy sex towards people who provide sex services by analyzing comments posted by Toronto Escort Review Board members between April 1 and October 31, 2021. A set of 15 comments were randomly selected for each of 6 searchable characteristics: “young” (age), “spinner” (body type), “ebony” (race), “trans” (gender), “submissive” (disposition), and “greek” (activity). This research reveals an attitude of consumerism in people who buy sex that leverages online communities 1) to select almost any type of person for a sexual experience and 2) get the support of fellow members to help them pursue a desired sexual experience. However, analyzed comments also suggest that members who buy sex generally ignore, consciously or unconsciously, possible exploitation or the impact on the welfare of the individual in the short and long term. Ongoing collaborations between Canadian law makers, the criminal justice system, and health and education sectors are needed to reduce the demand in sex services. This research shows there is much more work to do to confront the consumeristic views of people who provide sex services held by people who buy sex and combat online cultures that promote the exploitation of others.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.207
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.354
Teacher spread0.325 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2023
Admission routes2
Has abstractyes

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