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Record W4226268145 · doi:10.1093/ejil/chac013

International Investment Law and Discipline for the Indebted

2022· article· en· W4226268145 on OpenAlexaff
David Schneiderman

Bibliographic record

VenueEuropean Journal of International Law · 2022
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsDebtDamagesArbitrationInvestment (military)PoliticsLawEconomicsSociologyState (computer science)Law and economicsPolitical economyPolitical scienceFinance

Abstract

fetched live from OpenAlex

Abstract The object of the article is to recover the institutional memory of the 1980s debt crisis, when the decolonized world experienced forms of tutelage at the hands of international financial institutions, so as to sketch out material and discursive continuities with investment law’s present. The paper asks whether damage awards in investment arbitration serve functions analogous to state indebtedness in the 1980s. As during the 1980–1989 debt crisis, states are expected to generate the conditions for investor confidence by, among other things, guaranteeing rights to property and to contract. State indebtedness, in both periods, places stress on government budgets and reduces the living standards of poor people, contributing to heightened inequality within and between states. The article begins with a social-theoretical discussion of how debt serves to curb the possibilities for political action. This is followed by a review of IMF borrowing practices in the 1980s and a discussion of the merits of comparison with contemporary investment law. The narrative frames arising during the 1980s debt crisis that continue to have resonance in the era of investment law are taken up in subsequent sections, focusing on the refrains of mismanagement, the missing development angle, shrunken policy space and irrelevance of ability to pay. The method is predominantly qualitative, although reference is made to relevant empirical work. In the course of the discussion, the Tethyan Copper v. Pakistan (2019) ruling is periodically revisited as a specimen of how tribunals arrive at damages assessments in investment arbitration. The upshot is that indebtedness in the contemporary world serves functions similar to that in the 1980s: principally to constrain policy capacity in a wide range of sectors. These binding constraints serve the interests of only a small set of actors, while those rendered most vulnerable by these constraints are relegated to the margins.

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)0.004
metaresearch head score (Gemma)0.008
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 score0.008
Threshold uncertainty score0.057

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.020
Scholarly communication0.0080.004
Open science0.0010.002
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0070.001

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 head0.021
GPT teacher head0.236
Teacher spread0.216 · 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
Published2022
Admission routes1
Has abstractyes

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