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Record W4414775040 · doi:10.36250/01285_04

Modern Horror in the First World : The Stolen Children of Canada and Australia

2025· book-chapter· en· W4414775040 on OpenAlexaboutno aff
Fanni Kiss

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicGothic Literature and Media Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousGenocideFirst nationQualitative researchFourth WorldTraditional knowledgeDisplacement (psychology)

Abstract

fetched live from OpenAlex

Cultural genocide poses a particular threat to the world’s indigenous peoples, even now, that the displacement of Native children from their families and their placement in institutions by the Australian and Canadian governments is well documented. Bodies of children barely old enough to talk, hundreds of unmarked graves, more and more statements by survivors, all shocked and shaped Canada in 2021. It is now clear that the common policy of the Australian and Canadian governments were policies of assimilation, with residential schools constituting an assault on Aboriginal children, an assault on Aboriginal culture, leaving the children scarred for life. As a result of such discoveries, members of the stolen generations have filed lawsuits in both Canada and Australia. In the field of education policy and cultural genocide, relying on comparative case studies whilst using qualitative methods and considering key factors such as the environment at the premises, the targeted group, as well as litigation and liabi Keywords: genocide, aboriginal, indigenous, residential school, Canada, Australia

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.709
Threshold uncertainty score0.348

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.014
GPT teacher head0.251
Teacher spread0.237 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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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