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Record W3195264001 · doi:10.1093/arbint/aiab015

Arbitration, the World Trade Organization, and the Creation of a Multilateral Investment Court

2021· article· en· W3195264001 on OpenAlexaff
Andrea K. Bjorklund

Bibliographic record

VenueArbitration International · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsMcGill University
Fundersnot available
KeywordsArbitrationTreatyLawCompulsory arbitrationEuropean unionTribunalInternational trade lawCommissionInvestment (military)Political scienceInternational tradeEconomicsPolitics

Abstract

fetched live from OpenAlex

Abstract The proliferation of international tribunals has reached the investment sphere. The European Union and its treaty partners have included an investment court system in the four individual investment agreements they have negotiated since the European Union took competence over foreign direct investment with the passage of the Lisbon Treaty. The United Nations Commission on International Trade Law (UNCITRAL), with the European Commission’s encouragement, is considering reform of investor-state arbitration with the front runner for reform the establishment of a multilateral investment court. Yet trade and investment law seem to be an oddly inverse relationship when it comes to preferred modes of dispute settlement. In the trade law realm, the survival of the ‘crown jewel’ of the World Trade Organisation (WTO)—its Dispute Settlement Body is uncertain. The appellate body has recently come in for special opprobrium. Arbitration is one of the suggested alternatives should existing dispute settlement procedures cease to function. Thus, in the investment law sphere, arbitration is apparently more and more disfavoured, and the preferred alternative is some kind of standing body with the pièce de résistance—an appellate body—at its apex. Why are these two regimes asynchronous? I hypothesize that states favour judicialization of disputes in the abstract but have reservations once judicialization becomes more concrete. Judicial or quasi-judicial decisions are hard for individual states to ignore or discredit, yet states have difficulty organizing multilateral responses to decisions they dislike.

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)0.010
metaresearch head score (Gemma)0.011
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 score0.014
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.020
Scholarly communication0.0140.007
Open science0.0010.005
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0060.000

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 head0.227
Teacher spread0.217 · 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

Citations4
Published2021
Admission routes1
Has abstractyes

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