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Record W3172146390 · doi:10.29173/alr2663

The Standard of Review and The Duty to Consult and Accommodate Indigenous Peoples: What is the Impact of Vavilov?

2021· article· en· W3172146390 on OpenAlexaffvenueabout
Robert Hamilton, Howard Kislowicz

Bibliographic record

VenueAlberta Law Review · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsIndigenousDutyPolitical scienceGeographyLawBiology

Abstract

fetched live from OpenAlex

Following the Supreme Court of Canada’s landmark decision in Vavilov, an especially relevant issue in Canadian jurisprudence is how courts have applied Vavilov’s new standard of review framework. This article seeks to answer how the Vavilov framework affects decision-making regarding the duty to consult and accommodate. While Vavilov establishes a general presumption of reasonableness review for administrative decisions, it also carves out several exceptions to that presumption where the standard of correctness applies. The exception for section 35 Aboriginal and treaty rights under the Constitution Act, 1982 is relevant to the discussion in this paper, including what that exception means for cases involving the duty to consult and accommodate. Most cases involving duty to consult and accommodate questions regarding “trigger’ and “scope” have been reviewed on a correctness standard, while all other issues have been reviewed on a reasonableness standard. The authors argue that the logic in Vavilov suggests that a broader range of issues should be subject to the correctness standard than is currently the practice.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.962
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.020
GPT teacher head0.336
Teacher spread0.316 · 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 designNot applicable
Domainnot available
GenreReview

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
Published2021
Admission routes3
Has abstractyes

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