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Record W7128229737 · doi:10.3138/ccar.v6i2.449

The Space Between Rule 20 and 21: The Evidentiary Burden on Certification

2010· article· en· W7128229737 on OpenAlexaboutno aff
Celeste Poltak

Bibliographic record

VenueCanadian Class Action Review · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicLegal principles and applications
Canadian institutionsnot available
Fundersnot available
KeywordsCertificationMeaning (existential)Supreme courtTest (biology)Statutory lawJurisprudenceCommon lawSpace (punctuation)Agency (philosophy)

Abstract

fetched live from OpenAlex

This paper attempts to develop the meaning of the “some basis in fact” evidentiary requirement on certification. Since the Supreme Court of Canada articulated this concept as the appropriate evidentiary test in Hollick v. Toronto (City), courts have struggled to provide a specific factual threshold to satisfy this inquiry. The paper canvasses the jurisprudence to this effect and attempts to provide some answers to this elusive evidentiary component, particularly as it relates to each statutory criteria of the certification test, and which party bears this evidentiary burden in what circumstances. The courts’ treatment of the precarious balance for plaintiffs’ counsel in striking a sufficient evidentiary basis, without tendering superfluous merits based evidence is also examined, as is the treatment of evidence to either support or refute the propriety of an aggregate assessment of damages. Ultimately, the article concludes that satisfying the malleable concept of “some basis in fact” often lies someplace between Rule 20 and Rule 21: while there is no genuine issue for trial test on certification, something more than the plain and obvious test is clearly required. Where this line is drawn on certification continues to evolve, dependent always on the specific facts of each certification motion.

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)0.024
metaresearch head score (Gemma)0.043
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 score0.965
Threshold uncertainty score0.125

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.043
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0060.031
Scholarly communication0.0110.008
Open science0.0040.005
Research integrity0.0120.015
Insufficient payload (model declined to judge)0.0030.001

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 head0.065
GPT teacher head0.357
Teacher spread0.292 · 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

Citations0
Published2010
Admission routes1
Has abstractyes

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