Annotation of Case C-371/08, Nurall Ziebell v. Land Badenwuertemberg, Judgment of 8 December 2011
Bibliographic record
Abstract
This case is about the scope of certain provisions of EU law: is the so-called ‘citizens’ directive’ (replacing the EU worker’s directive) applicable by analogy to a Turkish worker resident in Germany if the long-term resident directive is not applied? In reply, the Court acts as a doctor who cuts out a sore without spending much time on explaining the diagnosis. Its answer comes down to saying that for Turkish workers the citizens’ directive does not entail any rights that extend beyond those already applicable under the EU-Turkey Association Council Decisions and associated caselaw. As a result, in the case at hand, the EU restriction of the reasons for the expulsion of foreign nationals to public security did not apply as a matter of EU law to Turkish workers. No analogy was drawn to the situation of workers of the European Economic Area in this case.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.010 | 0.003 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.027 | 0.011 |
| Insufficient payload (model declined to judge) | 0.020 | 0.005 |
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".