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Record W3121272315 · doi:10.32920/22223386

Tribunal administration and the duty to consult: A study of the National Energy Board

2023· article· en· W3121272315 on OpenAlexaffabout
Sari Graben, Abbey Sinclair

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsTribunalJurisdictionDutyPolitical scienceLawTransparency (behavior)Principle of legalityAppealSupreme courtBusiness

Abstract

fetched live from OpenAlex

In this study, the authors present evidence that the National Energy Board (NEB) does not evaluate whether the duty to consult has been met by applicants or the Crown for the purposes of regulatory approval. While NEB panels do draw conclusions about the sufficiency of consultation, they are not premised on the legal requirements established by the Supreme Court of Canada or subsequent case law. On the contrary, the authors discover that the NEB has approved nearly 100 per cent of the applications in which consultation remains an issue but it relies on three types of justifications for still recommending approval: (i) that it lacks the jurisdiction to consider the consultation at issue; (ii) that outstanding consultation can be addressed through ongoing consultation; and/or (iii) that there are no impacts on rights. Based on these findings, the authors argue that courts should attend to differences over legality and institutional rationality in guiding tribunal authority. In doing so, courts will be in a better position to identify the effect of these differences on tribunal findings, to understand how courts and governments already rely on these findings irrespective of their quality, and to compel transparency for their generation and use.

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)0.016
metaresearch head score (Gemma)0.052
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.988
Threshold uncertainty score0.256

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.052
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0120.008
Scholarly communication0.0080.005
Open science0.0010.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0110.001

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 head0.025
GPT teacher head0.255
Teacher spread0.230 · 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 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
Published2023
Admission routes2
Has abstractyes

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