Democratic dilemmas in EU multilevel governance: untangling the Gordian knot
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.
Bibliographic record
Abstract
This article discusses what implications the European Union’s (EU’s) multilevel structure has for its democratic legitimacy. It identifies three channels of democratic input in the EU – the European Parliament, national democratic processes influencing the Council of Ministers, and civil society participation in consultation procedures of the European Commission – and assesses them on the basis of a comprehensive set of criteria. The evaluation shows that the democratization of the EU faces three interlinked dilemmas. Most fundamentally, there is an incongruence in territorial scope between the issues requiring democratic control (increasingly European if not global) and the imagined communities necessary for the functioning of democratic procedures (primarily national). This ‘congruence dilemma’ intensifies contradictions between participation and deliberation, as well as between effectiveness and accountability in EU decision-making. Grand reforms that would solve these dilemmas once and for all are unlikely to be successful, but changes in the interplay of the three democratic channels – such as the disentanglement of political competencies, the formalization of inter-channel conciliation procedures, and the introduction of directly democratic mechanisms – promise to mitigate their negative effects.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it