The Council of Ministers in the 1980s: Education Policy Innovator or Broken Cog?
Bibliographic record
Abstract
Recent historical studies on the topic of the Council of Ministers of Education, Canada looked mostly at the era of the 1960s and the 1970s. Some work has also been completed on the institution’s role in international education and its responsibilities during the economic crises of these decades. This paper proposes to take this research one step further and now look more specifically at the decade of the 1980s. This paper will argue that in this era the CMEC found its raison d’etre in several fields. These included official languages, and oversight of the testing programs run by the Organization for Economic Cooperation and Development (OECD). It also found its niche, to a lesser extent, through refining its connections to international education organizations. Finally, the decade saw the CMEC experimenting with a national agenda for education in conjunction with the provincial premiers and ministries of education.
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 | 0.029 | 0.052 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.024 | 0.032 |
| Scholarly communication | 0.020 | 0.011 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.015 | 0.020 |
| 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".