The Social Situatedness of Sexual Expression Among Youth in Rural Edo State, Nigeria
Bibliographic record
Abstract
This research, utilizing data gathered among adolescent students living in rural southern Nigeria (Edo State), elucidates the youths' sexual understandings and their connections to HIV risk. I found that gender and age-related understandings acted as 'hubs' for the organization of the youths' sexual scripts. Overall, scripts that promote vulnerability to HIV include sex as controlled by the male, inherent in valued female/male relationships, a means to social status, and 'normally' violent. In addition, the youth do not view HIV as a present or preventable danger and view condoms as unreliable protection from disease that mainly work to disassociate oneself from a disrespected sex partner. Scripts that may promote the adoption of safer-sex behaviors include the ability to 'play love' rather than have sex in a female/male relationship, sex as a danger to personal and familial success, and condom use as a 'masculine' activity which demonstrates caring for the female partner.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".