Bibliographic record
Abstract
there have been numerous recent examples of incidents where the political and ideological interests of provincial governments have run counter to the mandates of school districts. In this pan-Canadian study, focus groups were conducted with school board trustees and school district superintendents to examine the relationships between districts and provincial governments. Preliminary data suggest that the significance of the school district apparatus in Canada has diminished as provincial governments have enacted an aggressive centralization agenda. We theorize that in a politicized environment, the values, reward systems, and accountabilities against which school board superintendents and trustees operate are likely to differ substantively from those of politicians and bureaucrats, thereby creating a policy environment that is antagonistic to local governance. Case evidence accumulated over several decades suggests that school districts have the potential to positively impact teaching and learning (Sheppard, Brown, & Dibbon, 2009). Effective school districts do this by de-emphasizing and delegating perfunctory administrative and buffering processes while creating the conditions for schools to focus on what Elmore (2004) describes as the “technical core ” of teaching. But in recent years there has emerged a growing constituency that believes that school boards have become wasteful hierarchies whose role in 1
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".