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Record W7064892697

Corporate Governance and Statutory Derivative Actions: Comparative Approach to Shareholder Litigation

2023· article· en· W7064892697 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2023
Typearticle
Languageen
FieldPhysics and Astronomy
TopicAstrophysical Phenomena and Observations
Canadian institutionsnot available
Fundersnot available
KeywordsStatutory lawShareholderCompanies ActCorporate governanceCorporate lawDerivative (finance)Promotion (chess)
DOInot available

Abstract

fetched live from OpenAlex

This book is the first comprehensive study of the statutory derivative action in Australia, using the Australian model as a reference point and comparing it with the United Kingdom, Canada, Singapore, New Zealand, Hong Kong and USA counterparts. The book includes an empirical study covering over a 20-year period from the date the statutory framework came into operation, coupled with extensive case law analysis and comparisons with other jurisdictions. It informs the world about the uniqueness of Australia’s statutory derivative action, and what other countries can learn from it as shareholder protection and promotion of good corporate governance. While some countries have statutory derivative action, there are still countries that do not have the statutory framework that are considering introducing it into their corporate law. This book is also useful for countries that already have their local variants of the statutory derivative action that are considering revising their existing provisions. This book provides insights and suggestions for lawmakers, judges, litigation practitioners and corporate law and litigation researchers worldwide in reforming their existing model.

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)0.003
metaresearch head score (Gemma)0.006
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 score0.010
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0040.011
Scholarly communication0.0080.009
Open science0.0020.002
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0070.000

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 head0.178
GPT teacher head0.294
Teacher spread0.117 · 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
Published2023
Admission routes1
Has abstractyes

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