At the Margins of Canada: School Choice Practices of Aboriginal Families in a Settler-Colonial City
Bibliographic record
Abstract
Little is known about the school choice practices of Aboriginal families in settler-colonial societies, where they have been removed from their ancestral lands and/or have been subjected to discriminatory educational policies. Through the lens of settler-colonial theory, this study elucidates the spatially positioned school choice practices of Aboriginal families in a Canadian city. It explores their desires to choose schools and identifies their sociospatial constraints that result from historical marginalization and racism. It delineates how racial segregation in schools increased, as Aboriginal families’ school choice has been limited primarily to low-income, racialized parts of the city that face school closure due to low enrollment. In addition, this article analyzes the exclusion of Aboriginal students from prestigious schools-of-choice programs in the public education system. The study concludes that the neoliberal policy of school choice offers limited options to Aboriginal families, especially given the settler-colonial context of the city where they reside.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.027 | 0.007 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".