MétaCan
Menu
Back to cohort
Record W2403801805

Sex workers' utilisation of health services in a decriminalised environment.

2014· article· en· W2403801805 on OpenAlexaboutno aff
Gillian Abel

Bibliographic record

VenuePubMed · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSex workersSex workQuarter (Canadian coin)Reproductive healthStigma (botany)Health servicesHealth professionalsFamily medicineEnvironmental healthNursingPsychiatryHuman immunodeficiency virus (HIV)Health carePopulation
DOInot available

Abstract

fetched live from OpenAlex

BACKGROUND: In 2003 the Prostitution Reform Act (PRA) was passed in New Zealand which decriminalised all activities associated with sex work. AIM: To explore sex workers' utilisation of health services in New Zealand following decriminalisation of sex work and disclosure of their occupation to health professionals. METHOD: A cross-sectional survey was carried out with 772 sex workers and in-depth interviews were carried out with 58 sex workers in New Zealand. RESULTS: Most sex workers have regular sexual health check-ups and most access their general practitioner (GP) for both general health needs (91.8%) and sexual health needs (41.3%). A quarter of the participants accessed a local sexual health centre for their sexual health needs and just over 15% accessed New Zealand Prostitutes' Collective's (NZPC's) Sexual Health Clinic. Little change was found in disclosure of occupation to health professionals following decriminalisation. Sex workers remain concerned about disclosing their occupation because of perceived stigma attached to their occupation. CONCLUSION: Most sex workers have regular sexual health check-ups and most access their GP for this service. However, because of on-going perceptions of stigmatisation many do not report their occupation to their GP which may mean that check-ups may not be comprehensive. For this reason, sexual health check-ups performed at NZPC may be preferable to check-ups elsewhere because disclosure of occupation is not an issue.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.569
Threshold uncertainty score0.794

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 studies0.0000.000
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 head0.022
GPT teacher head0.260
Teacher spread0.238 · 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 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

Citations23
Published2014
Admission routes1
Has abstractyes

Explore more

Same venuePubMedSame topicSex work and related issuesFrench-language works237,207