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Record W7149228102

Soft Law, Hard Questions: Exploring Democratic Control in EU Canada Trade Relations Post-CETA

2024· other· en· W7149228102 on OpenAlexaboutno aff
Thomas Verellen, RENFORCE / Regulering en handhaving, EU interne-marktrecht

Bibliographic record

VenueUtrecht University Repository (Utrecht University) · 2024
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsSoft lawScrutinyDemocracyHard lawAccountabilityLegislaturePoliticsCorporate governanceGeneral partnership
DOInot available

Abstract

fetched live from OpenAlex

This paper examines the role of soft law in EU-Canada trade relations, focusing on its implications for democratic oversight. As legally binding agreements like CETA coexist with informal non-binding agreements such as the Digital Partnership and Green Alliance, new challenges arise for democratic control. The European Parliament's limited role in overseeing these soft law instruments highlights a significant accountability gap. The analysis delves into specific cases of soft law application, assessing their legal and political impacts, and questioning the adequacy of existing democratic scrutiny mechanisms. The paper argues for institutional reforms to enhance parliamentary involvement, ensuring that the proliferation of soft law does not undermine democratic governance within the EU. It calls for a re-evaluation of the balance between formal and informal law-making in EU trade policy, proposing a path toward greater legislative oversight.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.219
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.001

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 head0.015
GPT teacher head0.174
Teacher spread0.159 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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