The Greatest of the Small? The Netherlands, the New Hanseatic League and the Frugal Four
Why this work is in the frame
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Bibliographic record
Abstract
How has the Netherlands sought to influence the redesign of Economic and Monetary Union (EMU) since the financial crisis? Based on the case studies of the ‘New Hanseatic League’ and the ‘Frugal Four’ this study finds, firstly, that the Netherlands chooses strategies of foot-dragging when initiatives are brought up to deepen integration when the Dutch prefer the status quo. Secondly, its strategy is more bargaining-based but at times also persuasion-based; the bargaining occurs in part because the Netherlands builds occasional alliances with like-minded member states to counterbalance the asymmetry of power between it and Germany. Finally, the Netherlands oscillates between trying to influence Germany directly and bypassing it by reaching out to like-minded member states on various dossiers and tempting them to declare their positions in advance.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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