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Conflict Resolution in the EU

2023· book-chapter· en· W4377022134 on OpenAlexaboutno aff
Thomas Verellen

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicEuropean and International Law Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceConflict resolutionPoliticsDutyDoctrineLegislationEconomic JusticeCommissionLaw and economicsLawSociology

Abstract

fetched live from OpenAlex

Abstract What mechanisms do the EU Treaties provide to resolve conflicts between the EU institutions and the Member States in the conduct of their respective foreign relations? And how do those mechanisms compare to the ones in Canada, Belgium, and the US discussed in the previous chapter? Chapter 5 explains how the EU Treaties provide for two formal, judicial conflict resolution mechanisms: the ERTA pre-emption doctrine and the duty of sincere cooperation. In addition, secondary EU legislation endows the European Commission with a number of sector-specific political conflict resolution mechanisms. Compared to the other federal unions explored in this book, the conflict resolution mechanisms in the EU Treaties are primarily judicial and formal in nature. The Court of Justice plays a central role in resolving conflicts between the EU institutions and the Member States. The judicial and formal nature of conflict resolution mechanisms in the EU distinguishes the EU from both Belgium and Canada, which both rely on political mechanisms—in the former they are more formal; in the latter informal. And it highlights a commonality with the US. There, too, conflicts are resolved through the application of constitutional principles enforced by the (federal) courts.

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)0.001
metaresearch head score (Gemma)0.002
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: Other · Consensus signal: Other
Teacher disagreement score0.013
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.006
Scholarly communication0.0070.004
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0130.002

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 head0.123
GPT teacher head0.334
Teacher spread0.211 · 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
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
Published2023
Admission routes1
Has abstractyes

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