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Record W4385068101 · doi:10.1163/15718034-bja10093

“Cross Treaty Interpretation” en bloc or How CAFTA-DR Tribunals Are Systematically Interpreting the FET Standard Based on NAFTA Case Law

2023· article· en· W4385068101 on OpenAlexaff
Patrick Dumberry

Bibliographic record

VenueThe Law and Practice of International Courts and Tribunals · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsInterpretation (philosophy)TreatyLawDenialVienna Convention on the Law of TreatiesScope (computer science)Political scienceInternational lawPublic international lawLaw and economicsEconomicsPhilosophyPsychologyComputer science

Abstract

fetched live from OpenAlex

Abstract This article examines how tribunals set up under the CAFTA-DR have interpreted the fair and equitable treatment (‘FET’) standard under Article 10.5 in the last 15 years. It shows that they have consistently referred to NAFTA case law to define the standard and to interpret the scope and content of the different elements it contains (arbitrary conduct, legitimate expectations, due process). The only exception is regarding denial of justice. This is a fascinating example of “cross treaty interpretation”. I will explain the reasons why CAFTA tribunals have done so and examine whether or not this “cross treaty interpretation” en bloc is legitimate and sound in light of the canons of treaty interpretation.

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)0.049
metaresearch head score (Gemma)0.078
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: Empirical · Consensus signal: none
Teacher disagreement score0.049
Threshold uncertainty score0.258

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0490.078
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0100.026
Scholarly communication0.0230.011
Open science0.0020.007
Research integrity0.0110.013
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 head0.027
GPT teacher head0.312
Teacher spread0.285 · 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
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
Published2023
Admission routes1
Has abstractyes

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