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Record W1792641851

Charting Developments Concerning Punitive Damages: Is the Tide Changing?

2006· article· en· W1792641851 on OpenAlexaboutno aff
John Y. Gotanda

Bibliographic record

VenueWorking Paper Series · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicConflict of Laws and Jurisdiction
Canadian institutionsnot available
Fundersnot available
KeywordsPunitive damagesDamagesPolitical scienceLawSupreme court
DOInot available

Abstract

fetched live from OpenAlex

This essay discusses a number of developments outside of the United States concerning punitive damages, which may ultimately signal a change in the way other countries view American awards of such damages.\nTo date, courts in many countries have refused to recognize and enforce American punitive damages awards on the ground that they violate the host country’s public policy. In most civil law countries, such as France and Germany, penal damages can only be ordered in criminal proceedings; a civil award of such damages has been viewed as contrary to ordre public. In common law countries, while punitive damages generally may be awarded in civil suits, there is no agreement on the circumstances warranting punitive damages, and courts differ on the appropriate amount of such an award.\nWhile traditionally American awards of punitive damages have been difficult to enforce abroad, this practice may be about to change. Recently developments in France, Germany and the European Union, as well as decisions in Australia, Canada and Spain point toward greater receptivity to punitive damages and enforcement of foreign awards of these damages. In France, proposed revisions to the French Civil Code call for awarding punitive damages in certain cases. In Germany, a study by a prominent scholar finds that German courts are beginning to award penal damages in civil actions. In the European Union, a European Commission Green Paper raises the possibility of allowing the doubling of damages in certain antitrust cases. In Australia, a recent decision by the Supreme Court of South Australia opines that Australian courts would enforce large punitive damages awards ordered by American courts. Moreover, in Canada and Spain, appellate courts affirm decisions to enforce American judgments that included punitive damages. While these developments do not point toward clear sailing for American punitive damages abroad, when viewed together they may foreshadow a change in the wind that may ultimately lead to greater enforcement of these damages.

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)0.020
metaresearch head score (Gemma)0.045
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.038
Threshold uncertainty score0.106

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.045
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.007
Science and technology studies0.0100.018
Scholarly communication0.0380.039
Open science0.0030.006
Research integrity0.0180.031
Insufficient payload (model declined to judge)0.0080.002

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 head0.025
GPT teacher head0.270
Teacher spread0.244 · 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 designTheoretical or conceptual
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

Citations7
Published2006
Admission routes1
Has abstractyes

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