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Record W2247435703

Hollick and Environmental Class Actions: Putting the Substance into Class Action Procedure

2003· article· en· W2247435703 on OpenAlexaffabout
Heather McLeod-Kilmurray

Bibliographic record

VenueSSRN Electronic Journal · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsClass actionCertificationSupreme courtClass (philosophy)Action (physics)Environmental lawHarmProcess (computing)Civil procedurePolitical scienceLawLaw and economicsSociologyComputer scienceState (computer science)Artificial intelligence
DOInot available

Abstract

fetched live from OpenAlex

Hollick is significant as the first environmental class action to reach the Supreme Court of Canada. Yet it is also important more broadly as an example of how the civil litigation process presents significant barriers to environmental litigants by its failure to grapple with the fundamental dynamics of environmental law. This paper will argue that class action certification decisions are not strictly procedural and that in environmental cases, a contextual approach, informed by the principles of environmental law, would require courts to consider the nature of environmental harm, those affected by it, and the requisite appropriate remedies. This would alter both the courts' approach to the certification test and the outcome of the cases. Hollick was not approached primarily as an environmental case, and as a result, the decision can be critiqued as a class action certification decision, as an environmental decision and as a nuisance decision.

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)0.013
metaresearch head score (Gemma)0.020
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 score0.047
Threshold uncertainty score0.093

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.020
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0110.059
Scholarly communication0.0130.012
Open science0.0020.006
Research integrity0.0140.013
Insufficient payload (model declined to judge)0.0050.001

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 head0.015
GPT teacher head0.280
Teacher spread0.265 · 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

Citations2
Published2003
Admission routes2
Has abstractyes

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