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Record W2624009237 · doi:10.1017/s2398772300001641

Venus, Mars, and Brussels: Legitimacy and Dispute Settlement Culture in Investment Law and WTO Law: A Response to Joost Pauwelyn

2015· article· en· W2624009237 on OpenAlexaboutno aff
Robert Howse

Bibliographic record

VenueAJIL Unbound · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsnot available
Fundersnot available
KeywordsTransatlantic Trade and Investment PartnershipLawArbitrationSovereigntyPolitical sciencePolitical economyInternational tradeEuropean unionEconomics

Abstract

fetched live from OpenAlex

Late last year, the European Commission unveiled an ambitious and complex proposal to replace investor-state arbitration with a transnational court, including an appellate instance, which has now been incorporated into its new bilateral agreements with Vietnam and Canada (CETA). The Commission was responding to strong public resistance to including investor protections in the Transatlantic Trade and Investment Partnership (TTIP), the trade and investment agreement being negotiated between the European Union and the United States. This resistance reflects a remarkable shift in emphasis from the World Trade Organization (WTO) to the investment regime in what could be called loosely the antineoliberal globalization movement. The overarching concern is that international decision-makers with a neoliberal or procorporate bias will limit the policy space of sovereign states, especially in sensitive areas such as public services, the environment, health, and safety. While it is arguable that few of the actual outcomes in investor-state disputes can properly be understood in this way, the pursuit by Philip Morris of its attack on tobacco regulation through the investment regime has certainly provided a very obvious example for the activists. (The defeat of that challenge on jurisdictional grounds doesn’t really provide assurance about the substantive norms at issue and their consistency with policy space.)

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)0.020
metaresearch head score (Gemma)0.035
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.093
Threshold uncertainty score0.186

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.035
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0170.044
Scholarly communication0.0310.014
Open science0.0020.008
Research integrity0.0180.017
Insufficient payload (model declined to judge)0.0060.001

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 head0.023
GPT teacher head0.249
Teacher spread0.226 · 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
GenreCommentary

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

Citations3
Published2015
Admission routes1
Has abstractyes

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