Bibliographic record
Abstract
The controversial decisions of the Court of Justice of the European Union (CJEU) in the quartet of cases that are grouped under its “Laval/Viking jurisprudence” are rapidly becoming entrenched as a key dimension of the European Union (EU) constitutional imaginary. This comes with a certain “immunization” against challenge as they become much harder to treat as mistakes. In their elevated status they have aligned stances and expectational structures. They have also had significant impact on the “Nordic” models; Charles Woolfson shows, for example, how subsequent to the European Court of Justice (ECJ) decision, the rulings of the Swedish Labour court has “seem[ed] to confirm that the ‘Swedish model' has, at the very least, been significantly redefined, if not fundamentally altered, in the light ofLaval.” While EU lawyers largely sit it out in relative passivity, wondering what the fuss is really about, labor lawyers have been vocal in their disagreement. But the latter's voices in this debate—if we can call it such—have in turn been drowned out by the ululations of lawyers and theorists from the “new,” post-2004, EU countries loudly proclaiming a victory against the arrogance of the older Member States. If the workers of the Baltic states want to sell their labor—and their life—cheap, goes the “inclusionary” argument, why should they be constrained from doing so under protectionist regulatory policies that undercut their competitive advantage by those unwilling to rein in the exclusionary structures of social protection that limit access and opportunity for their workforce to join the Continent-wide economy? The massive impact that the decisions have had on the regulation of industrial relations in the countries of the European Union and on the position of the trade unions has hardly been ameliorated by the debacle that was the rapid withdrawal of the proposedMonti IIRegulation in the face of resistance to it by national parliaments.
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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 | 0.017 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.012 | 0.041 |
| Scholarly communication | 0.023 | 0.017 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.019 | 0.016 |
| Insufficient payload (model declined to judge) | 0.010 | 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".