MétaCan
Menu
Back to cohort
Record W7033320209

To punish or not punish: a comparative analysis of the legislative treatment of exemplary damages in Commonwealth jurisdictions

2014· article· en· W7033320209 on OpenAlexaboutno aff

Bibliographic record

VenueResearchArchive–Te Puna Rangahau (Victoria University of Wellington) · 2014
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Social Issues
Canadian institutionsnot available
Fundersnot available
KeywordsNucleofectionGestational periodTSG101PretextHyporeflexiaDemotionDiafiltrationSubpoena
DOInot available

Abstract

fetched live from OpenAlex

Exemplary damages are an exceptional and controversial civil remedy.1 Though private litigation generally falls under the radar, exemplary damages often draw public interest due to the highly charged nature of the cases that concern this award.2 This paper outlines the different legislative approaches that the Commonwealth jurisdictions of New Zealand, Australia, Canada and the United Kingdom take to exemplary damages in the areas of personal injury, property, intellectual property, trade and commerce, media, employment and miscellaneous areas. This paper does not address the availability of exemplary damages in procedural legislation. The research process involved finding legislative references to exemplary damages in these jurisdictions and categorising these references. Relevant parliamentary materials and commentary have also been included. This paper concludes that exemplary damages should be awarded in New Zealand and that New Zealand’s current generous approach towards awarding exemplary damages in legislation is appropriate.

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 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.610
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.045
GPT teacher head0.283
Teacher spread0.238 · 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 teacher head, 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

Citations0
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueResearchArchive–Te Puna Rangahau (Victoria University of Wellington)Same topicAgriculture and Social IssuesFrench-language works237,207