Les politiques publiques et le développement d’un système d’éducation postsecondaire en Colombie-Britannique
Bibliographic record
Abstract
L’article décrit des changements survenus dans le système d’enseignement supérieur de la Colombie-Britannique (Canada) durant les quarante dernières années. Il y a eu, d’abord, une diversification et une expansion du système tant sur le plan des inscriptions que des institutions d’enseignement supérieur. On a constaté aussi que les institutions non universitaires ont eu tendance à dériver vers un modèle universitaire. On signale l’émergence de formations en relation avec l’emploi comme en témoigne la création d’universités financées presque exclusivement par le secteur privé et orientées vers la satisfaction des besoins du marché. Enfin, le gouvernement de la Colombie-Britannique s’oriente actuellement vers l’utilisation d’indicateurs de performance dans le système d’enseignement supérieur et un financement fondé sur le rendement institutionnel.
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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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; 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".