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Record W37689677 · doi:10.1186/s12870-023-04417-2

The Institutional Design of Canadian Competition Law: The Evolving Role of the Commissioner

2010· article· en· W37689677 on OpenAlexaboutno aff
Calvin S. Goldman, Navin Joneja

Bibliographic record

VenueLoyola University of Chicago law journal · 2010
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicTaxation and Legal Issues
Canadian institutionsnot available
FundersNational Natural Science Foundation of China
KeywordsCompetition (biology)TribunalEnforcementAdjudicationLegislatureStatutory lawAgency (philosophy)Competition lawLaw and economicsBusinessLawPolitical scienceEconomicsMarket economySociology

Abstract

fetched live from OpenAlex

Canada's competition law consists of a bifurcated model with separate statutory bodies for enforcement and adjudication.One agency-the Competition Bureau, which is headed by the Commissioner of Competition-investigates potential anti-competitive activity, and a separate decision-making body-the Competition Tribunal-performs the adjudicative function.1 Over the past several years, however, the functions carried out by the Commissioner, supported by the Competition Bureau, have been expanding in terms of their significance to businesses.Meanwhile, the role of the Competition Tribunal, partly as a result of legislative amendments, has been diminished in relative terms.As the roles of the Canadian competition law institutions continue to evolve, it will be important for policymakers and stakeholders to continue to assess whether the Canadian framework achieves the right balance: enabling mergers and other business conduct to be reviewed and resolved in an efficient, effective, and time-sensitive manner, while ensuring that such review and case resolution maintain important principles of procedural fairness.

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)0.008
metaresearch head score (Gemma)0.020
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 score0.881
Threshold uncertainty score0.867

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.020
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0110.014
Scholarly communication0.0130.004
Open science0.0020.003
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0120.000

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 head0.009
GPT teacher head0.171
Teacher spread0.162 · 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

Citations2
Published2010
Admission routes1
Has abstractyes

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