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Record W2137409652

Additional Compensation to Representative Plaintiffs in Ontario: Conceptual, Empirical and Comparative Perspectives

2014· article· en· W2137409652 on OpenAlexaboutno aff
Vince Morabito

Bibliographic record

VenueSSRN Electronic Journal · 2014
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsClass actionPlaintiffMilestoneEconomic JusticeCommissionEmpirical researchPolitical scienceLaw and economicsSituatedAction (physics)Class (philosophy)Compensation (psychology)JurisprudenceLawSociologyBusinessPsychologyComputer scienceSocial psychologyEpistemologyGeography
DOInot available

Abstract

fetched live from OpenAlex

In January 2014 Ontario’s class action regime turned 21; and several months before this important milestone the Law Commission of Ontario initiated a review of the operation of this regime. It is therefore a perfect time for commentators to make a meaningful contribution to the country’s class action and access to justice jurisprudence by providing scholarly reviews of some of the more important and/or challenging dimensions of the way this regime has operated over the last 21 years. These contributions are even more desirable (if not essential) in those areas of class action practice that have, to date, been largely ignored by scholars and commentators despite the fact that they raise important practical and conceptual issues and have an impact on the ability of this class action regime to attain the crucial aims of access to justice, judicial economy and behaviour modification that it was designed to secure. The aim of this article is to provide an empirical, conceptual and comparative study of one such issue, namely, whether and to what extent persons who file class action proceedings in Ontario, on behalf of similarly situated claimants, should receive additional compensation if a successful outcome is secured for these claimants.

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)0.006
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.163
Threshold uncertainty score0.971

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.006
Science and technology studies0.0190.015
Scholarly communication0.0080.003
Open science0.0030.004
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.042
GPT teacher head0.289
Teacher spread0.247 · 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 designObservational
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

Citations2
Published2014
Admission routes1
Has abstractyes

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Same venueSSRN Electronic JournalSame topicDispute Resolution and Class ActionsFrench-language works237,207