MétaCan
Menu
Back to cohort
Record W3123568669

Protecting Indigenous Peoples’ Lands: Making Room for the Application of Indigenous Peoples’ Laws within the Canadian Legal System

2007· article· en· W3123568669 on OpenAlexaffabout
Brenda L. Gunn

Bibliographic record

VenueTSpace (University of Toronto) · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Peoples' Rights and Law
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsIndigenousIndigenous rightsLawJurisprudencePolitical scienceHuman rightsSociologyEcology
DOInot available

Abstract

fetched live from OpenAlex

This article uses James (Sákéj) Youngblood Henderson’s process to achieving a postcolonial legal consciousness as a methodology to gain greater recognition of Indigenous laws, which I argue will lead to better protection of Indigenous peoples’ lands, territories and resources. First, I show how the liberal basis of the Canadian legal rights paradigm, as currently applied, does not reflect Indigenous peoples’ own understandings of their rights and interests, and results in racist precedents that confine the power and authority of Indigenous peoples over their lands. Referring to other Indigenous scholars, I then discuss Indigenous peoples’ connections with their lands, some of the rights and obligations that stem from this connection, and some of the Indigenous legal principles that govern this relationship. Finally, I turn to international law to demonstrate the ways in which Indigenous peoples’ participation in the definition of their rights to their lands, territories and resources leads to different articulation of rights than is seen in Canadian Aboriginal title jurisprudence.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.141
Threshold uncertainty score0.996

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.003
Science and technology studies0.0370.033
Scholarly communication0.0140.005
Open science0.0030.007
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0050.000

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 head0.257
Teacher spread0.243 · 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 source (direct Gemma or distilled Codex), 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

Citations10
Published2007
Admission routes2
Has abstractyes

Explore more

Same venueTSpace (University of Toronto)Same topicIndigenous Peoples' Rights and LawFrench-language works237,207