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Record W2778346035 · doi:10.1515/lehr-2018-0014

Global Constitutionalism and Its Legitimacy Problems: Human Rights, Proportionality, and International Investment Law

2018· article· en· W2778346035 on OpenAlexafffund
David Schneiderman

Bibliographic record

VenueLaw & Ethics of Human Rights · 2018
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of CanadaBoston College
KeywordsLegitimacyConstitutionalismProportionality (law)LawPolitical scienceLaw and economicsAdjudicationHuman rightsMunicipal lawPublic lawEconomicsDemocracy

Abstract

fetched live from OpenAlex

Abstract How is legitimacy to be secured for constitution-like legal orders operating beyond the state? Some scholars recommend connecting aspects of global law to human rights adjudication and enforcement by adopting their preferred method for resolving conflicts, namely, proportionality analysis. Adopting a frame of analysis widely embraced by apex courts might generate the requisite regime legitimacy, it is argued. This turns out to be a strategy that is difficult to pursue in the realm of international investment law, a global legal order made up of over 3,300 investment and regional treaties, enforced by private systems of dispute resolution, that incorporates standards of treatment familiar to national constitutional law. By undertaking an analysis of statements made by relevant actors in the field, principally investment lawyers and arbitrators, we learn that there is not that much interest in taking up proportionality analysis, despite the legitimacy problems that continue to dog the system. Whatever the purported advantages of turning to proportionality, it turns out that investment lawyers and arbitrators are not so interested in embracing logics other than one preoccupied with owing solicitude to foreign investors. This reluctance renders investment law a less legitimate, and therefore less sustainable, form of constitution-like global law.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.866
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.057
GPT teacher head0.325
Teacher spread0.267 · 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 teacher head, not a consensus.

Study designTheoretical or conceptual
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

Citations1
Published2018
Admission routes2
Has abstractyes

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