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Record W4416810659 · doi:10.37119/ojs2025.v30i3.942

A Review of Anna-Leah King, Kathleen O’Reilly, and Patrick J. Lewis’ (Eds.) (2024) <i>Unsettling Education: Decolonizing and Indigenizing</i> <i>the Land</i>

2025· article· W4416810659 on OpenAlexaffvenue
Elizabeth Szymanski

Bibliographic record

Venuein education · 2025
Typearticle
Language
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsIndigenousIndigenizationPrivilege (computing)ColonialismTraditional knowledgeIndigenous education

Abstract

fetched live from OpenAlex

Unsettling Education: Decolonizing and Indigenizing the Land (King, O’Reilly, & Lewis, 2024) focuses on decolonization, Indigenization and reconciliation for educators and students through addressing colonialism within the education system and academia. The authors each bring forth an abundance of knowledge and experience in the field of Indigenous education through the stories and words of Indigenous communities, Elders, Indigenous leaders, and Knowledge Keepers. Further, the authors provide an abundance of examples/teachings regarding Indigenous perspectives, theories, and teachings for current and future teachers to implement in the classroom. In addition, this book serves as a guide for non-Indigenous peoples to practice self-reflexivity, by reflecting on their own positionality and privilege while engaging with truth and reconciliation strategies through the stories and experiences of Indigenous scholars and educators. The book is comprised of eighteen chapters by twenty-nine authors (both Indigenous and non-Indigenous) and grouped into three sections.

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)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.910
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.004
Science and technology studies0.0070.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.001
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 head0.012
GPT teacher head0.297
Teacher spread0.286 · 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.

Study designNot applicable
Domainnot available
GenreReview

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 routes2
Has abstractyes

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