La diffusion des cours universitaires en direct : retour sur une ancienne nouveauté
Bibliographic record
Abstract
La diffusion des cours en direct est une tendance qui se dessine depuis quelques années dans l’enseignement supérieur et a constitué une solution de choix pour la mise à distance des cours universitaires durant la pandémie de COVID-19. Présentée comme une innovation, la diffusion des cours en direct est pourtant loin d’être une nouveauté. Cet article se propose d’aborder l’usage pédagogique de la captation vidéo à des fins de transmission et de diffusion des savoirs, sous l’angle de l’histoire de la formation à distance et des technologies éducatives, ainsi que sous celui de l’innovation pédagogique. L’exemple de la mise en place, à travers trois cours pilotes, d’un dispositif de diffusion des cours en direct à l’Université de Genève sera analysé à l’aune des changements potentiels engendrés par l’introduction d’une nouveauté dans la routine des pratiques.
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 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 | 0.014 | 0.032 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.013 |
| Scholarly communication | 0.012 | 0.011 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| 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".