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Record W4323356149 · doi:10.32920/22227346.v1

Federation of Law Societies: Towards a Deeper Understanding of the Principles of Fundamental Justice

2023· preprint· en· W4323356149 on OpenAlexaboutno aff
Alexandra Mogyoros

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsnot available
Fundersnot available
KeywordsLawEconomic JusticeJurisprudenceDutyPolitical sciencePrivilege (computing)CharterState (computer science)Sociology

Abstract

fetched live from OpenAlex

In Attorney General of Canada v. Federation of Law Societies of Canada, Cromwell J., writing for the majority, recognized a new principle of fundamental justice under section 7: a lawyer’s duty of commitment to the client’s cause. Discussion surrounding Federation of Law Societies has generally focused on the importance of solicitor-client privilege and of its significance for the independence of the bar. Relatively less consideration, however, has been given to how this case contributes to section 7 Charter jurisprudence more broadly. This paper seeks to fill this gap by exploring how Justice Cromwell’s reasons in Federation of Law Societies develop our understanding of the principles of fundamental justice. Specifically, this paper considers four insights that may be drawn from Cromwell J.’s analysis of the lawyer’s commitment to the client’s cause as a principle of fundamental justice explores, namely: (i) a principle of fundamental justice may be sub-divided into different aspects or variations of the same principle; (ii) solicitor-client privilege is not the only aspect of a lawyer-client relationship that has a constitutional dimension; (iii) this principle is distinctive as compared to previously-recognized ones, in that it is justified by engaging with a non-state actor’s role in the architecture of the legal system; and (iv) this one evades being classified as either a substantive or procedural principle.

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)0.019
metaresearch head score (Gemma)0.011
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 score0.038
Threshold uncertainty score0.104

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.011
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0030.002
Science and technology studies0.0140.047
Scholarly communication0.0150.021
Open science0.0030.009
Research integrity0.0130.014
Insufficient payload (model declined to judge)0.0020.000

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 head0.274
GPT teacher head0.386
Teacher spread0.111 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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Same topicMulticultural Socio-Legal StudiesFrench-language works237,207