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Record W2137409652

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

2014· article· en· W2137409652 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.879
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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