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Record W7128179810 · doi:10.3138/ccar.v9i2.385

“Paradise Lost”?: Rethinking Quebec’s Reputation as a Haven for Class Actions

2014· article· en· W7128179810 on OpenAlexaboutno aff
Eleni Yiannakis, Noah Boudreau

Bibliographic record

VenueCanadian Class Action Review · 2014
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsClass actionClass (philosophy)Action (physics)AuthorizationReputationPessimismDeterrence theoryNew class

Abstract

fetched live from OpenAlex

Quebec has often been labelled a “class action paradise” in which petitioners’ motions for authorization to institute class actions are “rubber stamped” by courts biased against corporate defendants. This perception has encouraged many defendants to reserve their time, energy, and money to challenge such actions at a trial on the merits, rather than at the authorization stage. However, Quebec defendants and their counsel should not be entirely pessimistic about the likelihood of defeating a proposed class action either before or at the authorization stage. Indeed, an examination of the caselaw over the last thirteen years reveals that Quebec’s class action regime is not as petitioner-friendly as it has been made out to be. While the province’s class actions regime is comparatively broad and flexible where defendants deploy their resources in a targeted and effective manner, the preauthorization stage and authorization hearing can serve as an invaluable opportunity to put an end to a class action before costly trials on the merits. Ultimately, making smart choices and investing resources at an early stage of proceedings can end up saving defendants precious time and money.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.810
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.002

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 head0.062
GPT teacher head0.305
Teacher spread0.243 · 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; both teacher heads agree on what is shown here.

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
Published2014
Admission routes1
Has abstractyes

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