MétaCan
Menu
Back to cohort
Record W2924524848 · doi:10.13137/2611-2914/22739

The Social Clauses in EU Trade Agreements: contents and prospects

2018· article· en· W2924524848 on OpenAlexaboutno aff
Alessia Vatta

Bibliographic record

VenueArTS Archivio della ricerca di Trieste (University of Trieste https://www.units.it/) · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicWorld Trade Organization Law
Canadian institutionsnot available
Fundersnot available
KeywordsInternational tradePolitical scienceBusinessEconomics

Abstract

fetched live from OpenAlex

According to the Lisbon Treaty, the common commercial policy is one of the exclusive policy competences
\nof the European Union with reference to the member states. In recent years, several international agreements
\nhave been negotiated. Among them, there are the EU-Canada Comprehensive Economic and Trade
\nAgreement (CETA) and the Transatlantic Trade and investment Partnership (TTIP) with the United States.
\nThe EU is also discussing an agreement with the Latin American Mercosur states. A common feature of these
\ntreaties is the presence of a ‘labour chapter’ dealing with the recognition and enforcement of work-related
\nrights. In the literature, studies suggesting that such provisions can encourage improvements are confronted
\nby contributions arguing that trade openness can lead to a downgrading of working and welfare standards,
\nwith a lack of political will to rights enforcement. In addition, social clauses may vary depending on their
\nsubject. The article examines the three agreements under the viewpoint of labour and industrial relations
\nconditions. Since these international treaties are supposed to play a regulatory function, their potential
\ninfluence should be considered in times of intense globalisation.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.700
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.003
Science and technology studies0.0040.004
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.264
Teacher spread0.220 · 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; both teacher heads agree on what is shown here.

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

Citations1
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueArTS Archivio della ricerca di Trieste (University of Trieste https://www.units.it/)Same topicWorld Trade Organization LawFrench-language works237,207