Adapting and pilot testing the Healthy Love HIV and sexually transmitted infection prevention intervention with African, Caribbean and Black women in community-based settings in Toronto, Canada
Bibliographic record
Abstract
We adapted the Healthy Love Workshop (HLW), an HIV prevention workshop for African American women in the United States, for African, Caribbean and Black (ACB) women in Toronto, Canada. We conducted a pilot study with ACB women ( n = 80) in ten community-based settings with pre-test (T1), post-test (T2) and three-month follow-up (T3) surveys. Mixed-effect regression results indicated significant increases in condom use self-efficacy and sexually transmitted infection (STI) knowledge scores from T1 to T3. Qualitative feedback revealed increased STI knowledge, confidence using condoms and suggestions for future HLWs. Findings highlight the promise of the adapted HLW for HIV/STI prevention with ACB women in Canada.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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 teacher head, 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".