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Record W2227280918

Annotation of Case C-371/08, Nurall Ziebell v. Land Badenwuertemberg, Judgment of 8 December 2011

2012· article· en· W2227280918 on OpenAlexaff
Nanette Neuwahl

Bibliographic record

VenueSSRN Electronic Journal · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean and International Law Studies
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsDirectiveAnalogyScope (computer science)TurkishLawPolitical scienceMember statesBusinessEuropean unionInternational trade
DOInot available

Abstract

fetched live from OpenAlex

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.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.178
Threshold uncertainty score0.355

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0100.003
Scholarly communication0.0050.003
Open science0.0030.002
Research integrity0.0270.011
Insufficient payload (model declined to judge)0.0200.005

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.

Opus teacher head0.020
GPT teacher head0.294
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations0
Published2012
Admission routes1
Has abstractyes

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