A group-based HIV and sexually transmitted infections prevention intervention for lesbian, bisexual, queer and other women who have sex with women in Calgary and Toronto, Canada: study protocol for a non-randomised cohort pilot study
Bibliographic record
Abstract
INTRODUCTION: The limited research that exists suggests that lesbian, bisexual queer (LBQ) and other women who have sex with women are at similar risk for sexually transmitted infections (STI) as heterosexual women. However, scant research has evaluated HIV and STI prevention strategies for LBQ women. The authors present the rationale and study protocol for developing and pilot testing a psychoeducational group-based HIV and STI prevention intervention with LBQ women in Calgary and Toronto, Canada. METHODS AND ANALYSIS: This is a multicentre non-randomised cohort pilot study. The target population is LBQ women in Calgary and Toronto, Canada. The authors aim to recruit 40 participants using purposive peer-driven recruitment methods. Participants will conduct a pretest followed by a 2-day group programme of six 2 h sessions addressing stigma, STI and HIV prevention, healthy relationships, safer sex self-efficacy, self-worth, social support and LBQ community engagement. Participants will conduct a post-test directly following the intervention and 6 weeks after the intervention. The primary outcome is safer sex practices; our prespecified index of clinically significant change is an effect size of 0.50. Secondary outcomes include: safer sex self-efficacy, STI testing frequency, STI knowledge, resilient coping, social support, sexual stigma, access to care, depression and self-esteem. We will conduct mixed-effects regression to calculate mean outcome pre-post test score change. ETHICS AND DISSEMINATION: Research ethics approval was attained from the Office of Research Ethics (REB: 29291), University of Toronto, Toronto, Ontario, Canada. Trial results will be published according to the Transparent Reporting of Evaluations with Non-randomised Designs (TREND) statement, regardless of the outcomes. TRIAL REGISTRATION NUMBER: This study is registered at http://clinicaltrials.gov, registration number NCT02067845.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.013 | 0.009 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.044 | 0.004 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".