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Record W2225736545

The Duty to Consult and Accommodate: Procedural Justice as Aboriginal Rights

2010· article· en· W2225736545 on OpenAlexaffabout
Lorne Sossin

Bibliographic record

VenueeYLS (Yale Law School) · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicLegal principles and applications
Canadian institutionsYork University
Fundersnot available
KeywordsDutyProcedural justiceContext (archaeology)Political scienceEconomic JusticeLawGovernment (linguistics)Procedural lawDue processLaw and economicsCommon lawSociologyPsychologyMunicipal lawGeography
DOInot available

Abstract

fetched live from OpenAlex

This article explores the development and application of the “duty to consult and accommodate” from an administrative law perspective and more broadly con- siders the promise and limitations of procedural justice through the context of ab- original rights. The question addressed in this article is the relationship between procedural justice and substantive outcomes in the context of aboriginal rights in Canada. More specifically, by developing a “duty to consult and accommodate” on the part of the Crown with aboriginal communities who have asserted but not yet proven land claims, has the Court advanced the potential for reconciliation, or provided a roadmap for Government to avoid the underlying issue of the rights of aboriginal peoples? The article considers to what extent the duty relies on administrative law concepts such as the duty of fairness and the standard of review of reasonableness and whether this is appropriate. This analysis is divided into three sections. The first section explores the idea of procedural justice within the context of the judicial role in dispute resolution. The second section examines the duty to consult and accommodate. The third and concluding section considers the implications of procedural justice for reconciliation between the state and aboriginal communities. The article concludes that while procedural justice holds considerable promise as a purpose, reconciliatory procedural mechanism, its limitations increase as time passes without significant procedural enhancements such as the Crown’s “duty to consult and accommodate” ab- original communities leading to more just outcomes.

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)0.022
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.114
Threshold uncertainty score0.226

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0220.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0130.079
Scholarly communication0.0120.009
Open science0.0020.008
Research integrity0.0100.010
Insufficient payload (model declined to judge)0.0020.000

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 head0.320
Teacher spread0.309 · 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 designTheoretical or conceptual
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
Published2010
Admission routes2
Has abstractyes

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