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Record W2996080812

Indoor Female Sex Workers’ Experiences of Counselling: A Hermeneutical Phenomenological Exploration

2019· article· en· W2996080812 on OpenAlexaffvenueabout
Camila Velez, Cristelle Audet

Bibliographic record

VenueCanadian Journal of Counselling and Psychotherapy · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsMcGill UniversityUniversity of Ottawa
Fundersnot available
KeywordsSex workCriminalizationPsychologyInterpretative phenomenological analysisMental healthCounselling psychologySex workersClinical psychologyPsychotherapistSocial psychologyQualitative researchMedicineSociologyFamily medicineCriminologyResearch methodology
DOInot available

Abstract

fetched live from OpenAlex

The counselling needs of sex workers remain largely invisible in the counselling literature despite sex workers identifying a range of mental health concerns, some of which are tied to the criminalization of sex work. This hermeneutic phenomenological study explored the counselling experiences of female indoor sex workers in Canada. The experiences of 6 participants are presented, based on descriptions obtained through semi-structured interviews. Results reveal 9 themes generated within 3 categories that were explored related to sex workers’ experiences of counselling: (a) initiating counselling, (b) the therapeutic relationship, and (c) disclosing sex work to the counsellor. Findings indicate that sex workers’ presenting concerns fall on a continuum regarding the relevancy to sex work. Beneficial and hindering aspects of the therapeutic relationship and disclosure of sex work are identified, emphasizing the importance of culturally-sensitive practice with sex workers. Implications for practice and future research are discussed.

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)0.004
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.247
Threshold uncertainty score0.492

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0220.016
Scholarly communication0.0050.002
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.033
GPT teacher head0.299
Teacher spread0.266 · 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 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

Citations1
Published2019
Admission routes3
Has abstractyes

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