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Record W7081282541 · doi:10.26190/unsworks/31580

Beyond Educational Genocide: The challenge of addressing legacies of genocide against Indigenous Peoples in education

2025· dissertation· en· W7081282541 on OpenAlexaboutno aff

Bibliographic record

VenueUNSWorks (University of New South Wales, Sydney, Australia) · 2025
Typedissertation
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsGenocideRedressIndigenousIndigenous educationCognitive reframingEconomic JusticeAgency (philosophy)Human rights

Abstract

fetched live from OpenAlex

In settler colonial states, education systems have historically perpetuated genocide against Indigenous Peoples, yet the connection between genocide and education remains underexamined in modern contexts. This thesis addresses this gap by examining how education systems have historically perpetrated genocide through processes of epistemicide, linguicide and compulsion, and how these legacies continue to shape education laws and policies in the modern-day context. The study also investigates the effectiveness of international human rights law and transitional justice in addressing legacies of genocide in education. Grounded in an Indigenist research paradigm, this study utilises a comparative case study methodology, focusing on New South Wales, Australia, and Manitoba, Canada. It integrates critical discourse analysis of key laws and policies and qualitative interviews with professionals from both locations, applying insights from genocide studies, human rights, and transitional justice to critically examine how these legal and policy frameworks intersect and inform the ongoing legacies of genocide in education. By integrating insights from these three fields together with empirical data, this study sheds light on the subtle yet pervasive ways in which education systems continue to undermine Indigenous self-determination and cultural continuity, while also identifying pathways for meaningful redress and transformation. The research reveals that current legal frameworks inadequately address legacies of genocide in education since they largely maintain the colonial status quo, highlighting the need for a legal-normative reframing of education that centres Indigenous knowledges. By proposing a new framework for education, this research offers pathways for meaningful transformation and redress that move beyond state-centric frameworks to centre Indigenous knowledges, crucial for advancing Indigenous self-determination and cultural continuity. Ultimately, this thesis contributes to a deeper understanding of the intersections between genocide, human rights, and transitional justice, providing pathways for reform to ensure that education is liberatory for all.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.333
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.001
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 head0.038
GPT teacher head0.264
Teacher spread0.225 · 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 designQualitative
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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