MétaCan
Menu
Back to cohort
Record W2592092604 · doi:10.1017/s147474561700009x

Consolidating International Investment Law: The Mega-Regionals as a Pathway towards Multilateral Rules

2017· article· en· W2592092604 on OpenAlexaboutno aff
Tania Voon

Bibliographic record

VenueWorld Trade Review · 2017
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsnot available
Fundersnot available
KeywordsInternational tradeTransatlantic Trade and Investment PartnershipInternational trade lawInternational economic lawMultilateralismInternational lawInvestment (military)General partnershipPolitical scienceBrexitForeign direct investmentEuropean unionEconomicsPublic international lawLawPolitics

Abstract

fetched live from OpenAlex

Abstract Pessimism abounds in international economic law. The World Trade Organization (WTO) faces an uncertain future following its Ministerial Conference in Nairobi in 2015. International investment law is under attack in countries around the world, while mega-regional agreements such as the Trans-Pacific Partnership and the Trans-Atlantic Trade and Investment Partnership are beset by world events, from the United States’ federal election to the unexpected Brexit outcome. Yet the appetite of numerous States to continue forging plurilateral trade and investment deals provides some cause for hope. Viewed alongside other institutional developments including consensus-building work at the United Nations Conference on Trade and Development and the United Nations Commission on International Trade Law, the potential arguably now exists for credible movement towards multilateral rules in investment law. While the WTO's current negotiating stalemate highlights the difficulties in reaching agreement among 164 Members, international trade law offers lessons for working towards multilateralism in the international investment law field. Alongside informal discussions about a world investment court, mega-regionals provide a vehicle for future multilateral investment rules, particularly through the Comprehensive Economic and Trade Agreement between Canada and the European Union, and the Regional Comprehensive Economic Partnership currently under negotiation in Asia.

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)0.021
metaresearch head score (Gemma)0.016
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 score0.021
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0020.008
Scholarly communication0.0140.007
Open science0.0020.004
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0030.001

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 head0.049
GPT teacher head0.300
Teacher spread0.251 · 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

Citations26
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueWorld Trade ReviewSame topicInternational Arbitration and Investment LawFrench-language works237,207