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Record W7055058156

Beyond Dunsmuir: Clarity on the Standard of Review from Saguenay

2015· article· en· W7055058156 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2015
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsCLARITYStatutory lawAdministrative lawJudicial reviewSupreme courtJudicial opinion
DOInot available

Abstract

fetched live from OpenAlex

Diana Ginn and Gregory Johannson The recent Supreme Court of Canada decision Mouvement laique qudbicois v. Saguenay (City) is a noteworthy administrative law case, providing meaningful guidance on applying the standard of review analysis from New Brunswick (Board of Management) v. Dunsmuir. Two aspects of Saguenay in particular contribute to the development of administrative law jurisprudence. First, Saguenay confirms that general questions of law that are "of central importance to the legal system as a whole and outside the adjudicator's specialized area of expertise" do in fact exist and are not merely a theoretical category. Second, the majority decision seems to lay to rest the notion that disaggregation of issues is never appropriate; sometimes it will be legitimate to separate out different aspects of an administrative decision and apply different standards of review. Other elements of Saguenay are useful confirmations of established administrative law principles. These include the importance accorded to the nature of the question in the determination of standard of review and the unified approach to be taken to all substantive review of administrative decision making, irrespective of whether a decision is challenged by way of judicial review or statutory appeal.

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)0.153
metaresearch head score (Gemma)0.227
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: none
Teacher disagreement score0.199
Threshold uncertainty score0.807

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1530.227
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0040.004
Science and technology studies0.0200.037
Scholarly communication0.0370.020
Open science0.0070.011
Research integrity0.0390.039
Insufficient payload (model declined to judge)0.0030.001

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 head0.026
GPT teacher head0.282
Teacher spread0.256 · 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

Citations0
Published2015
Admission routes1
Has abstractyes

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