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Record W4413244135 · doi:10.3138/ccar.v16i2.143

The Limits of Case Management: A Review and Principled Approach to the Court’s General Management Powers

2021· article· en· W4413244135 on OpenAlexaboutno aff
Paul-Erik Veel, Adil Abdulla, Angela Yung Chi Hou

Bibliographic record

VenueCanadian Class Action Review · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsDiscretionNormativeVariety (cybernetics)Divergence (linguistics)Class (philosophy)Power (physics)Law and economicsLawPolitical scienceComputer scienceLegislationTest (biology)SociologyArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract: Courts across Canada have been given a broad general management power to address the unique procedural complexities of class actions. Courts have used these powers to make a variety of orders, but seldom with any express linkage to any underlying principles or normative rationale. In this article, we identify some underlying principles and propose a four-step test for when courts should exercise these general management powers. First, the general management power can only be used to make procedural orders. Second, the general management power cannot be used in a manner that conflicts with the class proceedings legislation from which it springs. Third, the general management power can be used to override the normal rules of civil procedure, but only if the divergence can be justified by reference to the unique nature of class actions. Fourth, the court’s discretion should be guided by the effect of an order on the fairness and the efficiency of the proceeding.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.595
Threshold uncertainty score0.980

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.044
GPT teacher head0.279
Teacher spread0.235 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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
Published2021
Admission routes1
Has abstractyes

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