Citoyenneté et éducation à la citoyenneté : points de vue d’enseignants et d’enseignantes du secondaire au Gabon
Bibliographic record
Abstract
Le présent article vise à dégager les significations que des enseignants et enseignantes de quelques écoles secondaires du Gabon attribuent à la citoyenneté et à l’éducation à la citoyenneté sur la base d’un sondage effectué auprès d’une soixantaine d’entre eux, dont plusieurs enseignent l’éducation civique. Le contexte de la démocratie est évoqué, sur fond d’exigences sociales nouvelles, contexte qui commande un regard renouvelé sur l’éducation civique dispensée à l’école. Les points de vue exprimés, qui font écho à l’expérience personnelle et professionnelle des pédagogues concernés, rendent compte d’une conception quelque peu normative de la citoyenneté bien qu’ouverte sur la participation, mais aussi de l’obligation qu’a l’école d’assurer une éducation civique plus robuste malgré les obstacles sociaux et scolaires rencontrés.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.013 | 0.018 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 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".