Schématisation et description du fonctionnement de la communication dans les ateliers-philo en contexte scolaire
Bibliographic record
Abstract
À travers cet article, nous proposons une modélisation de la discussion à visée philosophique (DVP) en tant que situation de communication particulière, afin d’appréhender le fonctionnement de la communication au sein de ces espaces de pensée collective. Nous nous plaçons dans une approche systémique-constructiviste-interactionniste, mettant en avant l’importance d’une vision globale de la communication, plutôt que de se centrer sur chaque échange. Cette vision nous permet de décrire le fonctionnement des interactions animateur-élève et élève-élève, au sein de la DVP ; ainsi que de répertorier les éléments à prendre en compte lors de l’analyse, tels que le macro-contexte de la DVP, par exemple.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.004 | 0.013 |
| Scholarly communication | 0.008 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".