Perceptions and Suggestions Towards Adolescent Sexuality Education Among Secondary School Teachers in Region 1, The Gambia
Bibliographic record
Abstract
Comprehensive Sexuality Education (CSE) is a school-based intervention aimed at correcting misinformation surrounding sexual education among youth, often influenced by social media, peer groups and misleading online content. In The Gambia, the Ministry of Basic and Secondary Education has developed and introduced a national framework to integrate CSE from Grade 4 (primary school level) to Grade 12 (senior secondary school level). This study explores the perceptions and recommendations of 50 secondary school teachers from 43 public and private schools in Region 1 on the implementation of CSE in schools. While some teachers expressed concerns that CSE might promote perverted and lewd early sexual behavior, others saw it as essential for increased awareness and youth well-being. Cultural, religious, and societal norms pose significant implementation barriers towards the implementation of CSE in schools. Teachers’ insights are vital for successful CSE delivery and educational strategy improvements.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".