MétaCan
Menu
Back to cohort
Record W7128201199 · doi:10.3138/ccar.v8i1.3

Le Recours Collectif et la <i>Loi sur la Protection du Consommateur</i> : Complicité, Utilité, Complémentarité

2012· article· en· W7128201199 on OpenAlexaboutno aff
Pierre-Claude Lafond

Bibliographic record

VenueCanadian Class Action Review · 2012
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsDamagesConsumer protectionClass actionAllianceClass (philosophy)Supreme court

Abstract

fetched live from OpenAlex

The Consumer Protection Act and the Class Actions Act were both enacted in Quebec in 1978, thirty-four years ago. Far from being a simple coincidence, the integration of these two important legislations in the provincial juridical picture reveals the narrow links between protection of vulnerable groups and their access to justice. Their alliance is not only conceptual, but also strategic. The analysis and the experiment demonstrate that, in many cases, without class actions, the consumers possess only theoretical rights. The processing of consumers’ complaints to the small claims court clearly shows its limits. Making a natural alliance with the Consumer Protection Act, which offers the keys to subjective rights, the class action procedure establishes a privileged way to access justice for consumers. By collectivizing the processing of the complaints, it allows for a real and effective application of the individual rights offered by the law. Collective problems need collective solutions. The caselaw successes of the last four decades illustrate the important evolution that class actions have made in the area of consumer protection in high-level courts — up to the Supreme Court of Canada — and they have generated a rich jurisprudence. Class actions give a voice to consumers. They also provide consumers with an effective remedy for damages undergone in numerous cases, and under varied and creative forms. Furthermore, they contribute to the real application of the Consumer Protection Act, a public order legislation. Conceptually, the consumer law and class actions are both animated by a collective spirit. It is not surpising that they align so well in practice.

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)0.008
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: Empirical · Consensus signal: none
Teacher disagreement score0.223
Threshold uncertainty score0.449

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0090.009
Scholarly communication0.0100.003
Open science0.0020.002
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0210.002

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 head0.044
GPT teacher head0.265
Teacher spread0.221 · 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
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

Citations0
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Class Action ReviewSame topicDispute Resolution and Class ActionsFrench-language works237,207