Assessing Components of Ghana’s Comprehensive Sexuality Education on the Timing of Sexual Debut Among In-School Youth
Why this work is in the frame
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Bibliographic record
Abstract
Although Ghana’s comprehensive sexuality education (CSE) program has been lauded, no study has examined its association with the sexual health outcomes of Ghanaian youth. Using data collected from 2,982 in-school youth (male = 1,820 and female = 1,162) aged 15 to 17 years in three administrative regions of the country, we applied discrete-time hazard models to examine associations between components of Ghana’s CSE on the timing of sexual debut among male and female youth. Results indicate significant relationships between components on HIV prevention and timing of sexual debut for male youth. Male youth who learned about HIV prevention delayed sexual debut; however, male youth who endorsed myths about HIV transmission started sex early. Females who learned about values and interpersonal skills delayed their sexual debut, but the influence of this variable was attenuated by respondents’ demographic characteristics. Female respondents residing in the Greater Accra and Northern regions delayed sex, compared with those in the Brong Ahafo region.
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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 | 0.001 | 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 it