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Record W2118613015

Globalisation and Legal Scholarship: William Twining's Call for Revolutionary Jurisprudence

2013· article· en· W2118613015 on OpenAlexaff
Sas Ansari

Bibliographic record

VenueSSRN Electronic Journal · 2013
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicTaxation and Legal Issues
Canadian institutionsYork University
Fundersnot available
KeywordsMindsetScholarshipGlobalizationOrder (exchange)JurisprudencePolitical scienceProcess (computing)Law and economicsLegal processPerspective (graphical)LawSociologyEpistemologyEconomicsComputer sciencePhilosophyArtificial intelligence
DOInot available

Abstract

fetched live from OpenAlex

This paper argues that William Twining, in Globalisation and Legal Scholarship, is calling for the adoption of a revolution-producing/enabling process and a revolution-ready mindset by legal scholars. The identified process and mindset results from taking a global perspective, which includes looking across time, disciplines, cultures and legal structures so as to challenge the underlying and unquestioned assumptions of our legal theories. The paper employs the works of two other authors, Thomas Samuel Kuhn and Doris Lessing, to expand on Twining’s process and identify the deep purpose for the adoption of the proposed process. The paper ends by applying this Twiningian process to income taxation in order to challenge the currently accepted/assumed purpose of income taxation and to develop an alternate purpose (and explore the implications of this alternate purpose) for income taxation.

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)0.014
metaresearch head score (Gemma)0.019
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 score0.014
Threshold uncertainty score0.075

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0080.060
Scholarly communication0.0130.021
Open science0.0010.009
Research integrity0.0060.013
Insufficient payload (model declined to judge)0.0020.000

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 head0.010
GPT teacher head0.239
Teacher spread0.228 · 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

Citations0
Published2013
Admission routes1
Has abstractyes

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