Condom Use at Most Recent Intercourse Among African, Caribbean, and Black Youth in Windsor, Ontario
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Bronfenbrenner's social ecology model was used to examine macro-, micro-, individual-, situational-, and chrono-levels of influence on condom use among unmarried African, Caribbean, and Black (ACB) Canadian youth. Gender-segregated bivariate and multivariate logistic regression models were used to identify social-ecological levels of influence on condom use at most recent penile-vaginal intercourse (PVI) in a sample of 283 ACB youth. Among women, condom use was associated with micro-, situational-, and individual-level influences. Among men, condom use was associated with chrono-level and individual-level influences. Future research should elaborate specific mechanisms of influence within identified social-ecological levels.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it