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Record W4390511452 · doi:10.18584/iipj.2023.14.3.16348

Analysing the inconsistent recognition of Indigenous rights in early childhood policy documents from the Australian Government’s "Closing the Gap" strategy between 2008-2018

2024· article· en· W4390511452 on OpenAlexvenueno aff
Emma George, Tamara Mackean, M. Fisher, Fran Baum

Bibliographic record

VenueInternational Indigenous Policy Journal · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicChildren's Rights and Participation
Canadian institutionsnot available
FundersNational Health and Medical Research CouncilAustralian Government
KeywordsIndigenousFraming (construction)Closing (real estate)Government (linguistics)Political scienceIndigenous rightsColonisationLawHuman rightsHistory

Abstract

fetched live from OpenAlex

We analysed Australian government strategic policy documents related to the "Closing the Gap" (CTG) strategy in early childhood circa 2008-2018 to explore the extent to which Indigenous rights are named and recognised in written policy. Our analysis of the policies was informed by Bacchi’s What’s the Problem approach and showed inconsistency in the recognition of Indigenous rights. These rights are sometimes undermined and ignored, sometimes implied and sometimes named and recognised. Silences within the CTG strategy are discussed and reveal the ongoing nature of colonisation and deficit framing of Aboriginal and Torres Strait Islander people and communities. Findings from this research are relevant for the current era of the "Closing the Gap" strategy.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.772
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0010.000
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 head0.055
GPT teacher head0.359
Teacher spread0.304 · 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 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

Citations4
Published2024
Admission routes1
Has abstractyes

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