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Record W4220663146 · doi:10.1002/jia2.25874

Recent sex work and associations with psychosocial outcomes among women living with HIV: findings from a longitudinal Canadian cohort study

2022· article· en· W4220663146 on OpenAlexafffundabout
Carmen H. Logie, Nina Sokolovic, Mina Kazemi, Stephanie Smith, Shaz Islam, Melanie Lee, Rebecca Gormley, Angela Kaida, Alexandra de Pokomandy, Mona Loutfy

Bibliographic record

VenueJournal of the International AIDS Society · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsMcGill UniversityMcGill University Health CentreSimon Fraser UniversityBlack Coalition for AIDS PreventionAIDS VancouverUnited Nations University Institute for Water, Environment, and HealthWomen's College HospitalUniversity of Toronto
FundersOntario Ministry of Research and InnovationCanadian Institutes of Health ResearchUniversité de MontréalUniversity of TorontoDalhousie UniversityCanada Research ChairsPublic Health AgencySimon Fraser UniversityMcGill UniversityMcGill University Health CentrePublic Health Agency of CanadaOntario HIV Treatment NetworkStyrelsen för Internationellt UtvecklingssamarbeteUniversité du Québec à MontréalMcMaster UniversityAlberta Health ServicesFonds de Recherche du Québec - SantéOttawa Hospital Research Institute
KeywordsPsychosocialMedicineSex workGeneralized estimating equationLongitudinal studyGerontologyDemographySocial supportSexual orientationCohortCohort studyPsychiatryHuman immunodeficiency virus (HIV)PsychologyFamily medicineSocial psychology

Abstract

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INTRODUCTION: Sex workers are disproportionately impacted by the HIV pandemic across global contexts, in part due to social and structural contexts of stigma and criminalization. Among women living with HIV, there is a dearth of longitudinal information regarding dynamics of sex work engagement and associated social and health outcomes. In order to better understand the social contexts and health needs of sex working women living with HIV, this study aimed to understand recent sex work prevalence and its longitudinal associations with stigma, psychosocial and clinical HIV outcomes among women living with HIV in Canada. METHODS: We conducted a three-wave prospective cohort survey at 18-month intervals with women living with HIV aged 16 and older in three Canadian provinces between 2013 and 2018. We used generalized estimating equations to examine longitudinal associations between recent (past 6-month) sex work with three types of outcomes: psychosocial (recent violence, recent injection drug use, hazardous alcohol use, clinical depression and post-traumatic stress disorder), clinical HIV (CD4 count and viral load) and stigma (HIV-related stigma, racial discrimination and gender discrimination). Equations were adjusted for socio-demographic factors associated with sex work across all three waves: province, age, income, gender identity, sexual orientation, education level, ethnicity and housing security. RESULTS AND DISCUSSION: Of 1422 participants, 129 (9.1%) reported recent sex work during at least one wave (82 at baseline, 73 at first follow-up and 32 at second follow-up). In adjusted analyses, recent sex work was associated with psychosocial outcomes, including: past 3-month violence (adjusted odds ratio [AOR] = 2.47, 95% CI = 1.70, 3.60), past 6-month injection drug use (AOR = 3.49, 95% CI = 2.21-5.52), hazardous alcohol use (AOR = 2.00, 95% CI = 1.04-3.89) and depression (AOR = 1.51, 95% CI = 1.06-2.15). In unadjusted analyses, sex work was also associated with clinical HIV outcomes and gender discrimination, but not racial discrimination/HIV-related stigma. CONCLUSIONS: Among women living with HIV in Canada, sex work engagement is dynamic, and sex workers are more likely to report recent violence, recent injection drug use, problematic alcohol use and clinical depression. Violence prevention and support, harm reduction, mental health promotion and sex work-affirming programs could be employed to optimize health and rights for sex working women living with HIV.

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)0.002
metaresearch head score (Gemma)0.003
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 score0.012
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.004
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.012
GPT teacher head0.268
Teacher spread0.256 · 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".

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Citations0
Published2022
Admission routes3
Has abstractyes

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