Images de la vulgate scolaire dans les manuels de géographie français (classe de seconde, 1981 à 1996)
Bibliographic record
Abstract
Une des finalités les plus fréquemment attribuées à l'enseignement de la géographie dans les introductions des programmes du second cycle de l'enseignement secondaire français est de donner aux élèves des clés de compréhension du monde contemporain. Une analyse de quelques types d'images (graphiques, coupes, images satellitales, photographies) qui figurent dans 24 manuels de classe de seconde, publiés entre 1981 et 1996, montre que, malgré les renouvellements qui se produisent, cette ambition est loin d'être atteinte. Les manuels scolaires confortent globalement les représentations de sens commun des élèves. La géographie, telle qu'elle apparaît dans les ouvrages scolaires, ne participe pas vraiment à une éducation à la compréhension du monde dans sa complexité, pourtant privilégiée par les programmes officiels.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.030 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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; both teacher heads agree on what is shown here.
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".