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Record W4408903785 · doi:10.1007/s13384-025-00824-6

Curriculum as policy deception: a critical analysis of Aboriginal and Torres Strait Islander knowledge inclusion in the Australian Curriculum

2025· article· en· W4408903785 on OpenAlexaboutno aff
Kevin Lowe, Claire Golledge, P. R. Poulton, Katherine Thompson

Bibliographic record

VenueThe Australian Educational Researcher · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Theory and Curriculum Studies
Canadian institutionsnot available
FundersAustralian Research CouncilUniversity of Sydney
KeywordsCurriculumInclusion (mineral)Pacific islandersDeceptionSociologyPedagogyPsychologyEthnic groupGender studiesAnthropologySocial psychology

Abstract

fetched live from OpenAlex

Abstract Education systems founded on the legacies and structures of colonisation (for example, Australia, New Zealand, and Canada) have established curricular structures that have perpetuated and entrenched processes and practices that marginalise and delegitimise Indigenous people and knowledge. We argue that the approach to curriculum inclusion used within the Australian context is an act of policy deception, hiding in plain sight the hierarchical othering of Indigenous knowledges, such that they are positioned as points of epistemic contrast that legitimate the ‘inviolable assertions’ of Western knowledge embedded in the school curriculum. We argue that the inherent structures that rationalise the goals and organisation at the ‘institutional’ curriculum level of the Australian Curriculum contribute to the impossibility of teachers legitimising Aboriginal Knowledge systems as part of disciplinary thinking in genuine ways. Such knowledges are relegated to a surface-level treatment within existing school subjects, including their representation within formal curriculum materials and their authentic enactment within classrooms. We contend that as a national reconciliation and consensus-building project, the Australian Curriculum's inherent structures have not only failed to support the development of deep engagement and understanding of Indigenous worldviews but also constrain teachers’ agency to extend their disciplinary thinking beyond the bounds of Western knowledge. We invite consideration of the reparative work necessary to imagine new ways of structuring and approaching curriculum.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.045
metaresearch head score (Gemma)0.066
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.098
Threshold uncertainty score0.334

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0450.066
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0070.006
Science and technology studies0.0230.067
Scholarly communication0.0180.013
Open science0.0030.016
Research integrity0.0040.010
Insufficient payload (model declined to judge)0.0020.000

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 head0.047
GPT teacher head0.504
Teacher spread0.457 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations12
Published2025
Admission routes1
Has abstractyes

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