Analyse exploratoire du discours sur la pratique chez des enseignants d’un CFER
Bibliographic record
Abstract
Cet article présente les résultats d’une recherche qui porte sur le discours que des enseignants d’un Centre de formation en entreprise et récupération (CFER) tiennent sur leur pratique professionnelle. Au Québec, les CFER dispensent une formation professionnelle à une population étudiante adolescente qui, autrement, aurait décroché du système scolaire. Les résultats de cette recherche montrent que les enseignants tiennent un discours fondamentalement convergent. Celui-ci prend sa source dans l’adhésion à une philosophie commune et à un réseau commun. Il est alimenté par une situation de travail caractérisée par l’engagement à intervenir auprès d’une population particulière ayant des besoins spécifiques. Il s’appuie sur un cadre d’action dont l’organisation pédagogique privilégie le travail en équipe et promeut divers types d’interaction verbale.
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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 | 0.011 | 0.040 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.009 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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".