Correlates of high-risk sexual behaviour among Canadian men of South Asian and European origin who have sex with men
Bibliographic record
Abstract
A sample of 98 Canadian homosexual and bisexual men, 46 of South Asian and 52 of European origin, who had sex with other than an exclusive primary partner were asked about their high-risk sexual behaviours during the previous six months. They were also queried about internalized homophobia, acculturation to the gay community, and for South Asians acculturation to the majority culture. Participants who reported more internalized homophobia were more likely to engage in both high-risk anal and oral sex. South Asian men exhibited significantly greater levels of homophobia. In addition, South Asian men who were less acculturated to the majority culture were more likely to engage in both types of high-risk sex. These data suggest a need to address internalized homophobia in HIV prevention programmes with homosexual and bisexual men generally, and further suggest the need to target less acculturated South Asian men in particular.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".