Op-Ed: First Nations Elementary & Secondary School Education – A National Dilemma
Bibliographic record
Abstract
During the past five years, First Nations elementary-secondary education has been the focus of some useful recommendations in two major reports: The Senate Standing Committee on Aboriginal Peoples in 2011, “Reforming FN Education: From Crisis to Hope,” and the 2012 Report of the National Panel on First Nations Elementary-Secondary Education. In response, the Harper government introduced Bill C-33 in 2014, the first-ever federal First Nations Education Act. Both reports identified much-needed reforms and despite vociferous opposition by most First Nations leaders the First Nations Education Act was a serious effort to accommodate some of them. But neither the reports nor the eventually torpedoed Bill C-33 zeroed in on the three key components that serve as the foundation of any education program: teachers, principals, and the curriculum. If these three elements remain untouched in the new Liberal government’s First Nations education policies, First Nations education outcomes will continue to be a national humiliation. This conceptual paper offers a critique of the provincial and federal governments’ approaches to remedying the dire condition of elementary and secondary school education for First Nations youth, with a focus on teachers, principals, and curriculum.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.029 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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; both teacher heads agree on what is shown here.
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".