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Record W2210215142

Tribunal Independence and Impartiality: Rethinking the Theory after Bell and OceanPort Hotel — A Call for Empirical Analysis

2008· article· en· W2210215142 on OpenAlexaffabout
Laverne Jacobs

Bibliographic record

VenueSSRN Electronic Journal · 2008
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsImpartialityTribunalLawIndependence (probability theory)Political scienceEconomic JusticeNormativeEmpirical researchSociologyLaw and economics
DOInot available

Abstract

fetched live from OpenAlex

Is the approach currently taken by Canadian courts to determine the amount of independence that administrative tribunals require appropriate to fulfil the goals of providing administrative justice and encouraging public confidence? The author argues that it is essential to appreciate the modes of internal functioning and the normative understandings within administrative bodies in order to make a valid determination of the degree and nature of independence that they should have. For this, more qualitative empirical analysis is needed in our administrative law literature. This article begins with an overview of the rationale behind tribunal independence, outlining the current approach used by the courts in evaluating independence and impartiality on judicial review applications. It then moves to discuss some of the shortcomings of the judicial model and the utility of empirical data in evaluating questions of tribunal independence. It concludes by considering the Supreme Court’s decisions on tribunal independence and impartiality, Bell Canada v. Canadian Telephone Employees Association and its predecessor, Ocean Port Hotel Ltd. v. British Columbia (Gen. Manager Liquor Control), and evaluating whether these cases have affected the jurisprudential notion that there is significant value in “seeing the tribunal in operation.”

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)0.033
metaresearch head score (Gemma)0.074
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: Empirical · Consensus signal: none
Teacher disagreement score0.508
Threshold uncertainty score0.990

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.074
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0070.008
Science and technology studies0.0220.108
Scholarly communication0.0310.027
Open science0.0050.009
Research integrity0.0090.017
Insufficient payload (model declined to judge)0.0070.001

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 head0.019
GPT teacher head0.256
Teacher spread0.237 · 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
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

Citations2
Published2008
Admission routes2
Has abstractyes

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Same venueSSRN Electronic JournalSame topicInternational Arbitration and Investment LawFrench-language works237,207