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Record W3092286446 · doi:10.29173/alr2641

The “Good Corporate Citizen” Beyond BCE

2021· article· en· W3092286446 on OpenAlexaffvenueabout
Li-Wen Lin

Bibliographic record

VenueAlberta Law Review · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCorporate Governance and Law
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsBusinessPolitical scienceLaw and economicsEconomics

Abstract

fetched live from OpenAlex

In its landmark corporate law decision of BCE Inc. v. 1976 Debentureholders, the Supreme Court of Canada expressly referenced the “good corporate citizen” when commenting on the best interests of the corporation. The Supreme Court’s reference to good corporate citizenship is often viewed as salient yet ambiguous. As the Supreme Court did not provide any substantive legal analysis of the term, legal scholars and practitioners can only speculate on its intended meaning. This article provides an empirical study on the historical development and usage of good corporate citizenship when referenced in judicial cases. The empirical findings show that Canadian courts have invoked the notion for decades and in a variety of contexts. The meaning of good corporate citizenship varies from context to context and does not necessarily dovetail with corporate social responsibility as commonly perceived. Good corporate citizenship as a legal concept carries some practical yet controversial consequences in the environmental sentencing context. Importantly, the oft-acclaimed corporate governance paradigm shift since BCE seems more symbolic than substantive in judicial practices. The Canadian experience also provides insights into the global emergence of explicit corporate social responsibility legislation and stakeholder-oriented corporate governance.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.902
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.003

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 head0.023
GPT teacher head0.219
Teacher spread0.196 · 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.

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

Citations1
Published2021
Admission routes3
Has abstractyes

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