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Record W4387619867 · doi:10.51644/bap55

Global Governance Implications for Responsible Investing in Canada: An Analysis of Public Service Pension Plans Investment Policies

2023· article· en· W4387619867 on OpenAlexaboutno aff
Brandon Dickson

Bibliographic record

VenueBalsillie Papers · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicState Capitalism and Financial Governance
Canadian institutionsnot available
Fundersnot available
KeywordsPensionCorporate governanceBusinessInvestment (military)Public serviceService (business)Public investmentFinancePublic administrationEconomic policyPolitical sciencePoliticsMarketingPublic welfare

Abstract

fetched live from OpenAlex

Responsible investing (RI) has become a hot topic in the global investment world and has gained momentum over the last decade. 1Attempts by global governance actors, such as the United Nations, to develop standardized policies for RI integration have been taken up by national governments.In Canada, for example, crown corporations are required to adopt the recommendations and disclosures of the Task Force for Climate Related Financial Disclosures (TCFD) by 2022. 2 Despite growing international and domestic governance approaches for RI incorporation, in the summer of 2021, five of Canada's largest investment funds, including the management funds for provincial pension plans in both Quebec (QC) and British Columbia (BC) as well as the Ontario Teachers' Pension Plan, increased their investments in Canada's oil sands. 3This comes despite promises made by these portfolios to decrease their environmental impact and commit to RI, which, importantly, they note may come from exercising their voting rights to act as advocates for responsible business practices in the companies they are invested in, rather than simply divesting their funds. 4

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.272
Threshold uncertainty score0.605

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.005
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.044
GPT teacher head0.255
Teacher spread0.211 · 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
Published2023
Admission routes1
Has abstractyes

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