TOWARD A PRELIMINARY UNDERSTANDING OF TEACHER EDUCATION REFORM IN ANGLOPHONE CANADA
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
ABTRACT. This article provides an overview and preliminary analysis of the nature and progress of programmatic reform efforts underway in anglophone faculties and departments of education across Canada, and raises relevant issues for consideration and debate. It reports on the first phase of a larger, in-depth study of teacher education reform. The overview and analysis are intended to inform discussions about programmatic changes and associated concems. Implicit in the analysis is a challenge which, hopefully, will stimulate conversation and debate among those involved in reform efforts. RESUME Cet article propose un apercu analytique de la nature et de l'etat d'avancement de la reforme des programmes en cours dans les facultes et departements de sciences de l'education anglophones du Canada et souleve quelques questions dignes d'interet qui se pretent a un debat. Il rend compte de la premiere etape d'une etude approfondie portant sur la formation des maitres. Il vise a documenter le debat sur la modification des programmes d'etudes et d'autres questions connexes et, implicitement, a stimuler le debat parmi ceux qui participent a cette reforme.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it