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INDIGENOUS CLASS PROCEEDINGS IN CANADA. AN EXAMINATION OF THE CONVERGENCE OF INDIGENOUS RIGHTS AND CLASS ACTIONS IN THE CANADIAN COMMON LAW SYSTEM

2023· article· en· W4384523593 on OpenAlexaboutno aff
Steven L. Cooper

Bibliographic record

VenueStudia Iuridica · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousOppressionClass actionLawGovernment (linguistics)SociologyPolitical scienceFace (sociological concept)CollateralPoliticsSocial scienceState (computer science)

Abstract

fetched live from OpenAlex

The foundations of contemporary Indigenous relations in Canada have been laid by class action lawyers who foresaw the potential for correcting, acknowledging and addressing historical wrongs. Decades of persistence by Indigenous leaders and collateral work by lawyers compelled the Canadian government, the Canadian public and its major religious and charitable institutions to face their pasts. Class and mass action lawsuits are indispensable to lawyers seeking to advance claims that recognize the systemic oppression of Indigenous people beyond individual harms. Respected class action lawyer Steven L. Cooper, KC, outlines more than 250 years of this legal history that has defined the unique status of Indigenous Canadians, from recognizing royal proclamations as they relate to land claims to settlements that have seen hundreds of thousands of Indigenous people compensated for harms inflicted in residential schools and hospitals.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.681
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
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 head0.036
GPT teacher head0.314
Teacher spread0.279 · 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 designObservational
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
Published2023
Admission routes1
Has abstractyes

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