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
EU Law in the Member States is a new series dedicated to exploring the impact of landmark CJEU judgments and secondary legislation in legal systems across the European Union. Each book will be written by a team of generalist EU lawyers and experts in the relevant field, bringing together perspectives from a wide range of different member states in order to compare and analyse the effect of EU law on domestic legal systems and practice. The first volume focuses on the uneasy relationship between the economic freedoms enshrined in Articles 49 and 56 TFEU and workers’ right to take collective action. This conflict has been at the forefront of EU Labour law since the CJEU’s much-discussed decisions in C-438/05 Viking and C-341/04 Laval, as well as the Commission’s more recent attempts at legislative reforms in the failed Monti II Regulation. Viking, Laval and Beyond explores judicial and legislative responses to
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.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 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