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Record W2764770055 · doi:10.5334/ujiel.dg

From Multiple Legal Cultures to One Legal Culture? Thinking About Culture, Tradition and Identity in European Private Law Development

2015· article· en· W2764770055 on OpenAlexaff
Stephanie Law

Bibliographic record

VenueUtrecht Journal of International and European Law · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean and International Contract Law
Canadian institutionsMcGill University
FundersLeverhulme Trust
KeywordsLegal cultureJurisprudenceLawEuropean unionPolitical scienceEuropeanisationPrivate lawSociologyComparative lawLaw and economicsPoliticsEconomics

Abstract

fetched live from OpenAlex

This paper begins by briefly outlining private law’s evolution alongside the emergence of the Nation States; it then aims to set out the mutual influence of these concepts on national culture, tradition and identity in order to highlight the significance of the political, economic and legal as well as social and cultural contexts in which the processes of integration and Europeanisation occur. Against this background, the scope for European private law to emerge as a plural, multi-level construct and a dynamic endeavour is recognised. Building on this analysis of the significance of the diversity and commonality of cultures, traditions and identities in national private law development, institutionalised at the Union level in the principle of unitas in diversitate, the paper explores the need for a single, common European notion of culture, tradition or identity. This examination is undertaken with reference to an example, namely the evolution of the concept of consumer, from its national foundations to its engagement in Union legislation and CJEU jurisprudence. Drawing conclusions as to the need for such a common, European concept, the paper advances a plea for the recognition of a shift in the perspective of legal development, to one which acknowledges the dynamic evolution of private law within a pluralist, multi-level regulatory construct.

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)0.013
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0080.043
Scholarly communication0.0200.027
Open science0.0020.012
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0030.000

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 head0.037
GPT teacher head0.309
Teacher spread0.272 · 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 designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations4
Published2015
Admission routes1
Has abstractyes

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Same venueUtrecht Journal of International and European LawSame topicEuropean and International Contract LawFrench-language works237,207