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Record W4200001303 · doi:10.1111/eulj.12409

Linking “values” to EU trade policy—a good idea?

2020· article· en· W4200001303 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEuropean Law Journal · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsInvestment (military)Linkage (software)Consistency (knowledge bases)Commercial policyEconomicsInternational economicsCommissionEuropean commissionInternational tradeValue (mathematics)European unionBusinessPolitical scienceLawFinance

Abstract

fetched live from OpenAlex

Abstract Should EU values be pursued by means of EU trade policy or separately via other policies? Article 21/3 TEU instructs the Council and the Commission to ‘ensure consistency between the different areas of its external action’, often (mis?)interpreted as a merger of all external policies with respect to values. Is this “merger” justified by the EU public interest? Linkage advocates are interested in the clout of EU trade and investment policy, but not in its objectives. Detailed recent research shows no empirical evidence of the effectiveness of value linkages. Thus, coupling values and EU trade policy may be costly and has few, if any, advantages; its main effect is continuous attention being paid to these issues (seen as a virtue by some). This article includes illustrations concerning the EU–Canada Comprehensive Economic and Trade Agreement (CETA), EU/China cooperation on sustainable development and the Comprehensive Agreement on Investment (CAI).

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.963
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.043
GPT teacher head0.310
Teacher spread0.267 · 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