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Record W4243107374 · doi:10.26686/wgtn.14058071

Reforming New Zealand's Class Action Procedures to Enhance Efficiency and Improve Access to Justice

2021· dissertation· en· W4243107374 on OpenAlexaboutno aff
Danielle Thorne

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsLegislatureClass actionStatutePolitical scienceLaw and economicsEconomic JusticeClass (philosophy)Action (physics)LawBusinessEconomicsComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

This thesis addresses the question of whether New Zealand should reform its class action procedures in order to better meet the class action objectives of efficiency and access to justice. Class actions are a mechanism whereby groups of claimants with the same or similar claims can band together and bring proceedings. The ability for groups of similarly affected claimants to bring proceedings together provides certain advantages, including efficiency (both judicial efficiency and cost efficiency) and access to justice (where there may otherwise be none). The existence of a class action mechanism can also have a regulatory effect and serve to discourage illegal or inappropriate conduct. Currently, New Zealand does not have a dedicated class actions regime, and instead operates a class action type procedure under r 4.24 of the High Court Rules (known as a representative action). A review of the New Zealand position in relation to r 4.24 indicates that while there is a substantial body of law relating to the use of the representative action procedure, the objectives of the representative action procedure are not being met. The lack of legislative guidance in relation to the representative action has created significant difficulties for claimants in New Zealand. Reforming the New Zealand class action procedure through legislative reform would provide a more efficient procedure and enhance access to justice. Wholesale legislative reform in the form of a dedicated class actions statute would be the best way forward for New Zealand. Legislative reform would need to address particular issues that have arisen in Australia and Ontario, including issues associated with the same interest requirement, opt-in and opt-out mechanisms, settlement requirements and limitation periods. The experience in Ontario and Australia illustrates the importance of ensuring the legislation is as clear as possible, and learning from the experience in those jurisdictions is vital if the objectives of the class action procedure are to be met.

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)0.021
metaresearch head score (Gemma)0.033
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 score0.341
Threshold uncertainty score0.678

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.033
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0030.002
Science and technology studies0.0070.009
Scholarly communication0.0090.006
Open science0.0040.005
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0130.003

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 head0.018
GPT teacher head0.327
Teacher spread0.308 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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