L’apprentissage par transformation en contexte de formation professionnelle
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
La théorie de l’apprentissage transformationnel, telle qu’elle a été élaborée à l’origine par Jack Mezirow, consiste en un processus cognitif au cours duquel l’apprenant adulte donne sens à son expérience d’apprentissage en transformant ses perspectives initiales, qui sont problématiques dans une situation donnée, en nouvelles perspectives plus inclusives, mieux différenciées, plus perméables, mieux intégrées et qui guideront par la suite ses actions futures. Cet article portera sur les fondements constructivistes de cette théorie; par ailleurs, il rendra compte de l’évaluation, au moyen d’un questionnaire, d’une expérience d’apprentissage transformationnel dans le domaine de la formation professionnelle d’apprenants adultes issus de l’immigration. Des pistes d’investigations futures seront également proposées.
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it