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Record W2941942695 · doi:10.29173/psur74

Indigenous Child Welfare in Canada

2019· article· en· W2941942695 on OpenAlexaffvenueabout
Christian Zukowski

Bibliographic record

VenuePolitical Science Undergraduate Review · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsCultural assimilationIndigenousFraming (construction)SociologyWelfarePolitical scienceEnvironmental ethicsPolitical economyGender studiesImmigrationLawGeography

Abstract

fetched live from OpenAlex

This paper is primarily a case study of the Canadian Human Rights Tribunal case Caring Society v Canada and seeks to accomplish three things. First, create a theoretical foundation built upon historic instances of discriminatory/assimilationist policies based upon theoretical understandings of social reproduction, biopolitics, and neoliberalism. Second, to situate Caring Society within said theoretical framework for the purpose of determining the context in which it occurs and the role of the case's context in producing discriminatory/assimilationist policy. Third is the application of both the theoretical framework as well as Caring Society to determine how the Canadian state engages in nation building through processes of othering and framing Indigenous peoples as a foreign threat to the security of the Canadian identity. In doing so, I not only argue that Indigenous child welfare is the perpetuation of residential schools, but that it systematically breaks down Indigenous children and Indigenous communities in response to their perceived threat through processes of othering and nation-building.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.985
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.012
GPT teacher head0.303
Teacher spread0.290 · 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 designTheoretical or conceptual
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

Citations0
Published2019
Admission routes3
Has abstractyes

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