Bibliographic record
Abstract
The recently enacted Treaty on the Stability, Coordination and Governance of the Economic and Monetary Union (generally referred to as the Fiscal Compact) has introduced a ‘golden rule’, which is a detailed obligation that government budgets be balanced. Moreover, it required the 25 members of the EU which signed the Treaty in March 2012, to incorporate this ‘golden rule’ within their national Constitutions. This requirement represents a major and unprecedented development, raising formidable challenges to the nature and legitimacy of national Constitutions as well as to the future of the European integration project. This book analyses the new constitutional architecture of the European Economic and Monetary Union (EMU), examines in a comparative perspective the constitutionalization of budgetary rules in the legal systems of the Member States, and discusses the implications of these constitutional changes for the future of democracy and integration in the EU. By combining insights from law and
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.011 |
| Scholarly communication | 0.013 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".