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Record W4392017012 · doi:10.33774/apsa-2024-s29xx

Follow the Leader: The European Commission, the European Court of Justice, and the EU’s Rule of Law Revolution

2024· preprint· en· W4392017012 on OpenAlexaff
Mauricio Mandujano Manriquez, Tommaso Pavone

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicEuropean and International Law Studies
Canadian institutionsUniversity of Toronto
FundersNorges Forskningsråd
KeywordsLawPolitical scienceCommissionEconomic JusticeEuropean commissionEuropean Union lawEuropean court of justiceRule of lawEuropean unionBusinessInternational tradePolitics

Abstract

fetched live from OpenAlex

The autocratization of Hungary and Poland prompted a revolution in the European Court of Justice’s (ECJ) caselaw. The Court imposed novel obligations on member states to safeguard the rule of law (ROL) and expanded the legal bases for the EU to sanction governments. We ask: did the ECJ pioneer this ROL revolution or respond to an entrepreneurial European Commission acting as “guardian of the Treaties?” While supranationalist theories depict the Commission as a proactive agenda-setter, studies of the EU’s ROL crisis argue that the Commission dragged its feet or only recently seized the reins of leadership. Deploying a new theory of judicial innovation and agenda-setting on an original dataset of all ROL cases adjudicated by the ECJ, we demonstrate that the Commission has been an inconsistent and often indifferent agenda-setter. Besides several proactive interventions during the Juncker Commission, the Court’s rulings prompted the Commission to act more than the reverse.

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)0.009
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.954
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.004
Scholarly communication0.0000.000
Open science0.0010.002
Research integrity0.0000.001
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 head0.045
GPT teacher head0.307
Teacher spread0.262 · 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
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

Citations18
Published2024
Admission routes1
Has abstractyes

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