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Record W6980938458

Decolonization and Representation of Indigenous Voices in the Ontario English Curriculum

2025· article· en· W6980938458 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2025
Typearticle
Languageen
FieldEngineering
TopicPiezoelectric Actuators and Control
Canadian institutionsnot available
Fundersnot available
KeywordsDecolonizationIndigenousCurriculumIndigenous educationEquity (law)CommissionRepresentation (politics)Government (linguistics)Inclusion (mineral)
DOInot available

Abstract

fetched live from OpenAlex

Subsequent to the Truth and Reconciliation Commission of Canada releasing its 94 Calls to Action (2015), there have been several initiatives put in place to assist in providing equity and inclusion, alongside reconciling the relationship between Indigenous and non-Indigenous people. One of these initiatives is the De-streaming of curriculum in the Grade 9 year in Ontario. Using a conceptual framework which focuses on decolonization of education, both The Ontario Curriculum: Grade 9: English (2007) and The Ontario Curriculum: Grade 9, De-streamed (ENL1W): English (2023) were analyzed separately and then comparatively. The analysis found that the Government of Canada is making small strides towards equity and inclusion of Indigenous voices; however, this is not enough to reconcile the gap between Indigenous and non-Indigenous people, and there is much more to be accomplished.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.041
Threshold uncertainty score0.974

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.005
GPT teacher head0.189
Teacher spread0.184 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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