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Historical Analysis of School Choice in Ontario: Freedom and Inequality

2021· article· en· W4200457241 on OpenAlexaffvenueabout
Peter James Glinos

Bibliographic record

VenueEncounters in Theory and History of Education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSchool Choice and Performance
Canadian institutionsQueen's University
Fundersnot available
KeywordsSchool choiceVoucherInequalityContext (archaeology)SociologyFreedom of choiceSection (typography)Political sciencePublic administrationLawGeographyEconomics

Abstract

fetched live from OpenAlex

The article analyzes the contemporary school choice debate in Ontario in relation to the neoliberal models of education instituted by other provinces, and places key issues of the debate within Canada’s historical context. In the first section, this paper focuses on tracing out the push for neoliberal school choice in Ontario within the broader history of its development in Canada, with particular attention to Alberta and British Columbia. The second section examines two aspects of the school choice debate: the issues of freedom of choice, as well as racial and social inequality. Finally, these aspects of school choice are placed alongside Milton Friedman’s voucher school model and the history of education in Ontario. This juxtaposition reveals some of the regulations needed to mitigate the harmful effects of school choice in Ontario.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.506
Threshold uncertainty score0.736

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.030
GPT teacher head0.318
Teacher spread0.288 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2021
Admission routes3
Has abstractyes

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