National education councils: Potential for non-political governance of E-12 education?
Bibliographic record
Abstract
Several voices in the literature call for separating education from politics, creating separation between different social spheres, or acknowledging education as a practice in its own right This proposal examines, through a comparative inquiry, whether national councils for education can serve as an executive non-politically governing bodies that significantly reduce political influence on K-12 education. A national education council operates, in some countries (e.g., the United States, Spain, Denmark, France, Finland), within or alongside the Ministry of Education. In most countries in Europe and in Quebec, Canada, the education council is an advisory body. For councils with executive authorities, despite a rhetoric of independence and freedom from political influences, politicians have significant direct or indirect weight in influencing their work, whether by appointing their members or by reducing their authority. From the literature on national education councils it is concluded that none of the existing bodies that hold roles with regard to the education system alongside the politically held authorities is indeed a genuine independent body with executive powers, that is, a body that is not subordinate to political powers.
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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 | 0.026 | 0.059 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.011 | 0.016 |
| Scholarly communication | 0.015 | 0.010 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.014 | 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".