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Record W3035886097 · doi:10.18272/iu.v25i25.1634

American Legal Realism in Dispute Resolution. Alternative Dispute Resolution as a “Realist” Project

2020· article· en· W3035886097 on OpenAlexfundno aff
Carlo Vittorio Giabardo

Bibliographic record

VenueIuris Dictio · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
FundersStanford Bio-XUniversity of OxfordConnaught FundYale UniversityUniversity of CambridgeUniversity of Pennsylvania
KeywordsDispute resolutionRealismEconomic JusticeLegal realismPragmatismNormativeAlternative dispute resolutionLawLegal pluralismSociologyPolitical sciencePhenomenonEpistemologyLegal researchPhilosophy

Abstract

fetched live from OpenAlex

American Legal Realism is alive and well. As a normative (and not only descriptive) theory, it has shaped the legal world we are living in and has influenced current legal practices at a global level. This article looks at the influence Realists’ ideas (and specifically Charles Edward Clark’s ones) have had ‘unconsciously’ over the phenomenon of the privatisation of civil justice and the Alternative Dispute Resolution revolution. It is suggested that many key concepts of Pragmatism and American Legal Realism form part of today’s repertoire of Alternative Dispute Resolution supporters and that the privatisation of civil justice is to be understood as an “unintended” Realist project, in the sense that it is inspired by, and reflects, a Realist view about law, conflict-resolution and justice without openly recognizing it.

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)0.008
metaresearch head score (Gemma)0.008
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 score0.010
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0080.047
Scholarly communication0.0100.009
Open science0.0010.005
Research integrity0.0070.010
Insufficient payload (model declined to judge)0.0050.001

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 head0.030
GPT teacher head0.273
Teacher spread0.243 · 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

Citations1
Published2020
Admission routes1
Has abstractyes

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