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Record W1585593696 · doi:10.54648/leie2012004

Implementing International Trade Agreements in Federal Systems: A Look at the Canada-EU CETAs Intellectual Property Issues

2012· article· en· W1585593696 on OpenAlexaffabout
Jeremy de Beer

Bibliographic record

VenueLegal Issues of Economic Integration · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsIntellectual propertyNegotiationInternational tradeEuropean unionBusinessPolitical scienceLaw and economicsEconomicsLaw

Abstract

fetched live from OpenAlex

This article examines the negotiations towards a Comprehensive Economic and Trade Agreement (CETA) between Canada and the European Union (EU) as an example of some challenges and solutions for implementing international trade agreements in multilevel federal systems. It briefly describes Canadian constitutional law governing the domestic implementation of international treaties and then canvasses three specific examples of current challenges related to the regulation of intellectual property. While the constitutional validity of federal regulations addressing pharmaceutical data protection, digital rights management (DRM), and geographic indications is far from guaranteed, legislators and courts have used several legal means to support implementation of Canada's international obligations in these fields.

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)0.016
metaresearch head score (Gemma)0.025
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 score0.170
Threshold uncertainty score0.963

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.025
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.006
Science and technology studies0.0280.019
Scholarly communication0.0200.005
Open science0.0030.007
Research integrity0.0070.008
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 head0.028
GPT teacher head0.302
Teacher spread0.275 · 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

Citations8
Published2012
Admission routes2
Has abstractyes

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