HIV Exposure through Heterosexual Contacts: Analysis of Demographic, Behavioral and Structural Risk Factors among Black Men in Ottawa and Windsor, Ontario
Bibliographic record
Abstract
We determined the association of demographic, behavioral, and structural factors with risk of HIV exposure through heterosexual contact among Black men in Ottawa (n=210) and Windsor (n=156), Ontario. We applied hierarchical linear regression model in the analysis. Mean HIV exposure risk scores were Windsor (12.08±8.42) and Ottawa (17.16±11.80) in Ottawa (Scale = 48). Age, marriage, employment, masculinity, and condom attitudes were statistically significant (p <0.05). Age groups (15-29 years and 40-49 years), traditional masculine ideology, and negative condom attitudes associated with increased risk of HIV exposure by heterosexual contact. Marriage and full-time employment associated with reduced risk of exposure the ACB heterosexual men.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".