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Record W3106925629 · doi:10.33137/tijih.v1i1.34017

Wii Niiganabying (Looking Ahead):

2020· article· en· W3106925629 on OpenAlexaffabout
Joshua Manitowabi

Bibliographic record

VenueTurtle Island Journal of Indigenous Health · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsBrock University
Fundersnot available
KeywordsIndigenousTreatyGovernment (linguistics)PoliticsIndigenous rightsPolitical scienceIndigenous educationTraditional knowledgeCurriculumPublic administrationEconomic growthSociologyLaw

Abstract

fetched live from OpenAlex

Fifty years ago, Indigenous elders and leaders drafted their response to the Statement of the Government of Canada on Indian Policy (White Paper of 1969). Their formal rebuttal, Citizens Plus (Red Paper), published in 1970, was a turning point in Indigenous education policy. It marked the beginning of the shift away from government-controlled, assimilationist educational policies to greater Indigenous control over funding and pedagogical methods. The Red Paper refuted the White Paper’s main conclusions and stated that Indigenous peoples are “citizens plus” because the federal government is legally bound to provide Indigenous peoples with services in exchange for the use of the land they occupy. The most important Indigenous rights to be upheld included education, health care, Aboriginal status, and Aboriginal title. These unique rights recognized that Indigenous peoples are the original owners of all the natural resources on their traditional treaty lands. The Red Paper became a political turning point for Indigenous peoples in Canada by presenting an Indigenous vision for a new political and legal relationship between Canada and Indigenous peoples based on Aboriginal and treaty rights. Since the 1970s, Indigenous leaders have struggled to maintain control of educational funding while having to abide by provincial standards of educational curricula. Indigenous communities want to provide more positive learning experiences and positive identity through reconceptualizing educational curricula. They are exploring ways to indigenize the educational experience by igniting cultural resurgence through the integration of Indigenous languages, knowledge, culture, and history by reconnecting students to their elders, land, and communities.

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.968
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0070.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.022
GPT teacher head0.315
Teacher spread0.292 · 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 designQualitative
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
Published2020
Admission routes2
Has abstractyes

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