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Record W3187808995 · doi:10.1080/0046760x.2021.1942238

Education for reconciliation? Understanding and acknowledging the history of teaching First Nations content in Victoria, Australia

2021· article· en· W3187808995 on OpenAlex
Danielle Hradsky

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueHistory of Education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsnot available
FundersDepartment of Education, Skills and Employment, Australian Government
KeywordsIdeologyCurriculumContext (archaeology)PoliticsSociologyEconomic JusticeAustralian CurriculumSocial justiceSocial sciencePedagogyGender studiesLawPolitical scienceHistoryProject commissioningPublishingArchaeology

Abstract

fetched live from OpenAlex

Contemporary Australian curricula require teachers to promote reconciliation through the teaching of Aboriginal and Torres Strait Islander histories, cultures and languages. Engaging with First Nations knowledges and histories in education comes with a very complex and historically layered legacy. This paper examines the role of education in the ongoing process of colonisation by critically analysing historical and contemporary documents prescribing what Victorian students should learn about First Nations peoples, histories and cultures. These documents are discussed in the context of relevant events and policies, from the Terra Nullius ideologies that dominated curricula until the 1960s, through the growing agenda of self-determination in the 1970–1980s, and into the current swinging pendulum of political agendas. It is argued that contemporary curricula and policies promote reconciliation without embracing the necessary social justice and decolonising ideologies.

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.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.726
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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 head0.353
GPT teacher head0.404
Teacher spread0.052 · 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