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Record W2730947195 · doi:10.1080/1460728x.2017.1345202

The Achilles heel of the Canadian judiciary: the ethics of judicial appointments in Canada

2017· article· en· W2730947195 on OpenAlexafffundabout
Richard Devlin, Adam M. Dodek

Bibliographic record

VenueLegal Ethics · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicJudicial and Constitutional Studies
Canadian institutionsUniversity of OttawaDalhousie University
FundersGovernment of Canada
KeywordsImpartialityLegitimacySupreme courtTransparency (behavior)LawJudicial independencePolitical scienceJudicial reviewRepresentativeness heuristicAccountabilityJudicial activismPublic administrationPsychology

Abstract

fetched live from OpenAlex

Although the Canadian legal system has many virtues, it has at least one major weakness – its judicial appointments and promotion systems. The paper begins by identifying six key values that need to be considered in order to assess the legitimacy of a judicial appointments process – independence, impartiality, representativeness, transparency, accountability and efficiency. In the following sections, through the use of three case studies of appointments to the Supreme Court of Canada, the superior courts of Nova Scotia and a promotion to the Federal Court of Canada, we demonstrate that Canada has failed to live up to these values. We conclude by suggesting that recent reforms to the judicial appointments processes by the current government are an improvement, but that more radical reforms are essential to enhance public confidence in the integrity of Canada’s judicial appointments and promotion systems.

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)0.009
metaresearch head score (Gemma)0.025
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 score0.815
Threshold uncertainty score0.946

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.025
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0300.026
Scholarly communication0.0140.002
Open science0.0020.002
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0030.000

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 head0.064
GPT teacher head0.341
Teacher spread0.277 · 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

Citations3
Published2017
Admission routes3
Has abstractyes

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