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Record W3171971339 · doi:10.1111/jcms.13213

From Legal to Political Reasoning: National Parliaments' Use of Reasoned Opinions in the Area of Freedom, Security and Justice<sup>*</sup>

2021· article· en· W3171971339 on OpenAlexaff
Angela Tacea

Bibliographic record

VenueJCMS Journal of Common Market Studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsArtificial Intelligence in Medicine (Canada)
FundersFonds Wetenschappelijk Onderzoek
KeywordsSubsidiarityTreatyPolitical scienceLawPoliticsEconomic JusticeLegislationLaw and economicsEuropean unionSociologyEconomicsInternational trade

Abstract

fetched live from OpenAlex

Abstract The Lisbon Treaty emphasized the importance of subsidiarity control in relation to the Area of Freedom, Security and Justice (AFSJ). The article demonstrates that the types of reasoning national parliaments use to raise subsidiarity objections in the AFSJ depend less on the institutional strength of national parliaments in EU affairs and more on the institutional evolution and material scope of EU proposals. Relying on the AFSJ case, the article shows that national parliaments use a narrow legal interpretation of subsidiarity when the EU legislation threatens Member States' legal traditions and State powers. However, concerns about the respect of national legal diversity are replaced by a more political approach to subsidiarity control when politically sensitive and contentious issues are at stake.

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)0.002
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.700
Threshold uncertainty score0.965

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.072
GPT teacher head0.368
Teacher spread0.296 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations2
Published2021
Admission routes1
Has abstractyes

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