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Record W2182944474

Canada's Enhanced CSR Strategy: Human Rights Due Diligence and Access to Justice for Victims of Extraterritorial Corporate Human Rights Abuses

2015· article· en· W2182944474 on OpenAlexaffabout
Penelope Simons

Bibliographic record

VenueSSRN Electronic Journal · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCorporate Law and Human Rights
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsDue diligenceHuman rightsCorporate social responsibilityWrongdoingBusinessComplicityLaw and economicsEconomic JusticePolitical scienceLawPublic relationsEconomics
DOInot available

Abstract

fetched live from OpenAlex

Like other states, Canada has eschewed a legal response to dealing with the problem of extractive companies’ involvement in violations of human rights in their overseas activities. This is despite the fact that Canadian extractive companies have been the subject of an increasing number of allegations of wrongdoing, including complicity in human rights abuses, in relation to their operations in developing countries. Canada has issued two policies aimed at addressing the conduct of Canadian extractive companies operating abroad. The second policy, launched in November 2014, is a welcome step forward from the first, establishing expectations for corporate conduct, providing a more robust role for the CSR Counsellor, as well as providing mechanisms to incentivize companies to meet the standards of conduct and to participate in the dispute settlement mechanism. Yet, although the policy references the UN Guiding Principles on Business and Human Rights and articulates the expectation that companies respect human rights in their overseas activities, it does not specifically lay out the elements of this responsibility as defined in the Guiding Principles. In particular the policy fails to specifically require extractive companies to engage in human rights due diligence. Nor does it address the problem of access to judicial remedies for victims of corporate-related human rights violations. This article will assess the Canadian government’s new corporate social responsibility (CSR) policy against the requirements and recommendations of the UN Guiding Principles. It will contend that although the policy is a step in the right direction, without important modifications, the policy will fail to meet these widely accepted global standards and to prevent behaviour by Canadian extractive companies that violates human rights. As such it will not serve to enhance the poor global human rights reputation of Canada’s extractive industry.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.752
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.043
GPT teacher head0.275
Teacher spread0.232 · 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 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
Published2015
Admission routes2
Has abstractyes

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