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Record W7019097986

EU soft law in the member states:Theoretical findings and empirical evidence

2021· book· en· W7019097986 on OpenAlexaff

Bibliographic record

VenueResearch Publications (Maastricht University) · 2021
Typebook
Languageen
FieldSocial Sciences
TopicComparative and International Law Studies
Canadian institutionsMontreal Council on Foreign Relations
Fundersnot available
KeywordsSoft lawDivergence (linguistics)Hard lawWork (physics)Convergence (economics)Empirical evidenceCompetition (biology)Common law
DOInot available

Abstract

fetched live from OpenAlex

This volume analyses, for the first time in European studies, the impact that non-legally binding material (otherwise known as soft law) has on national courts and administration. The study is founded on empirical work undertaken by the European Network of Soft Law Research (SoLaR), across ten EU Member States, in competition policy, financial regulation, environmental protection and social policy. The book demonstrates that soft law is taken into consideration at the national level and it clarifies the extent to which soft law can have legal and practical effects for individuals and national authorities. The national case studies highlight the points of convergence or divergence in the way in which judges and administrators approach soft law, while reflecting on the reasons for and consequences of various national practices. A series of horizontal studies connect this research to the rich literature on new modes of governance, by revisiting traditional theories on soft law, and by reflecting on the potential of such instruments to undermine or to foster rule of law values.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.824
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.003
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.269
GPT teacher head0.444
Teacher spread0.175 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2021
Admission routes1
Has abstractyes

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