African Indigenous Proverbs and the Question of Youth Violence: Making the Case for the Use of the Teachings of Igbo of Nigeria and Kiembu of Kenya Proverbs for Youth Character and Moral Education
Bibliographic record
Abstract
The historic and contemporary global concern over youth violence and indiscipline/subordination in schools has educators, school administrators and policy makers working hard to ensure that schools are welcoming and safe spaces for learners. Social harmony can only be achieved by understanding and addressing the causes of youth violence and indiscipline as part of a curriculum of values and character education to ensure effective learning outcomes for all. While the engagement of local cultural resource knowledge has not been prominent in discussions on youth violence and learning, it can be an important tool in educational delivery. This paper identifies the teachings of Indigenous African philosophies, such as proverbs relating to the concept of self and the community, responsibility, respect for self, peers and authority, and mutual interdependence and community building, and their place in school curricular, pedagogical and instructional initiatives to enhance youth learning in Euro-American and African schooling contexts.
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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 | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.027 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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".