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Record W4405450719 · doi:10.1080/00131911.2024.2437405

Reviewing educational conceptualisations of transnational settler ignorance

2024· article· en· W4405450719 on OpenAlex

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

VenueEducational Review · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCritical Race Theory in Education
Canadian institutionsnot available
FundersEmil Aaltosen Säätiö
KeywordsIgnoranceSociologyPedagogyEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

This paper investigates how majority societies’ common ignorance about Indigenous peoples and ongoing settler-colonial reality (“settler ignorance”) has been negotiated in the educational sciences literature. Understanding settler ignorance not as a simple “lack of knowledge” but a powerful issue undermining Indigenous rights and decolonial aspirations, this review sets out to gain new understanding of its dimensions in educational settings. The reviewed literature covers 51 peer-reviewed qualitative records from six settler-colonial contexts – Finland, Sweden, Norway, Canada, Australia, and Aotearoa/New Zealand. The emerging conceptualisations of the phenomenon of settler ignorance and ways of addressing it were explored through thematic synthesis. The findings suggest that settler ignorance has many faces: it is conceptualised as emotionally and ideologically contested knowledge-making, as wilful avoidance and resistance, and as a structural mechanism that transcends the question of individual cognition. Similarly, the proposed approaches to dismantling ignorance are diverse, emphasising the potential of educational content, building relationality, and critical reflection. Discussing the findings’ implications, the article suggests how harnessing both context-based and transnational understandings about settler ignorance and its many dimensions could benefit reconciliatory processes between settler and Indigenous populations and signpost one approach to decolonising education.

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)0.002
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.937
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0220.000

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 head0.052
GPT teacher head0.464
Teacher spread0.412 · 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