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Record W2948205569 · doi:10.1515/9781773855714-038

5.1 The Independence of the Judiciary

2024· book-chapter· en· W2948205569 on OpenAlexaboutno aff
W. R. Lederman

Bibliographic record

VenueUniversity of Calgary Press eBooks · 2024
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIndependence (probability theory)Judicial independenceStatuteLawPosition (finance)Political scienceAutonomyJudicial discretionConstitutional lawJudicial reviewSupreme courtEconomicsMathematics

Abstract

fetched live from OpenAlex

The purpose of this article is to examine Canada’s concept of judicial independence as inherited from England, in order to stress the importance of autonomous courts. First, the historical elements of judicial independence as developed in England are examined. The author then explains the delay in extending these principles to British North America until after the American Revolution and describes the position under Imperial constitutional law on the eve of Confederation. Next, he analyses relevant federal statutes and provisions of the B.N.A. Act in an attempt to uncover the present constitutional position of Canada on the subject of judicial independence, addressing a series of questions dependent on that position. Finally, he conducts some theoretical analyses, and assesses the nature of the judicial function and the modern importance of judicial autonomy.

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)0.001
metaresearch head score (Gemma)0.003
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: Other
Teacher disagreement score0.528
Threshold uncertainty score0.950

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.016
Scholarly communication0.0060.002
Open science0.0010.002
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0050.001

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 head0.029
GPT teacher head0.238
Teacher spread0.209 · 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

Citations30
Published2024
Admission routes1
Has abstractyes

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