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Record W2102664123 · doi:10.1163/22129000-01502004

The Prohibition against Arbitrary Conduct and the Fair and Equitable Treatment Standard under NAFTA Article 1105

2014· article· en· W2102664123 on OpenAlexaff
Patrick Dumberry

Bibliographic record

VenueThe Journal of World Investment & Trade · 2014
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicTaxation and Legal Issues
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsInterdictionLawContext (archaeology)Political scienceElement (criminal law)State (computer science)HumanitiesHistoryPhilosophy

Abstract

fetched live from OpenAlex

This article examines how NAFTA tribunals have interpreted and applied the prohibition against arbitrary conduct in the context of claims of breach of the fair and equitable treatment standard under Article 1105. Tribunals have come to the conclusion that this prohibition is a stand-alone element under this provision and that it should also be considered as part of the minimum standard of treatment under custom. This position is no longer denied by NAFTA Parties. NAFTA tribunals have also consistently applied a high threshold of severity requiring that conduct be manifestly arbitrary to conclude that the host State has breached Article 1105. Based on this high threshold, NAFTA tribunals have held that a State conduct in violation of its own municipal law (or a contract) does not breach Article 1105. Thus, “something more” than simple illegality is required to constitute a violation of this provision. This article explains what that “something more” is.

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)0.018
metaresearch head score (Gemma)0.026
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.122
Threshold uncertainty score0.243

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.026
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0070.015
Scholarly communication0.0090.004
Open science0.0020.004
Research integrity0.0130.010
Insufficient payload (model declined to judge)0.0040.001

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 head0.024
GPT teacher head0.240
Teacher spread0.216 · 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
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

Citations22
Published2014
Admission routes1
Has abstractyes

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