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Record W2997258084

Can International Investment Agreements Be Instruments of Sustainable Development? Systemic Capacity Challenges for Developing Countries

2019· article· en· W2997258084 on OpenAlexaff
J. Anthony VanDuzer

Bibliographic record

VenueSSRN Electronic Journal · 2019
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsTreatyBusinessArbitrationSustainable developmentNegotiationInvestment (military)Developing countryInternational tradeInternational economicsEconomic growthPolitical scienceEconomicsLaw
DOInot available

Abstract

fetched live from OpenAlex

The world is girdled by a dense network of international investment agreements (IIAs). IIAs are not well-designed to promote investment, much less to contribute to sustainable development. Existing IIAs contain mainly broadly-worded investor protection provisions enforceable through investor-state arbitration. Despite IIAs’ strong investor protections, however, investment inducing effects have not been clearly demonstrated. As well, investor protections have been interpreted in some investor-state cases to constrain the ability of states to regulate to achieve sustainable development. Experience with investor-state arbitration and the changing context in which IIAs are being negotiated has created an awareness of the strong bite of IIAs and encouraged increasing innovation in treaty models and some actual treaties that enhance the prospect that they will contribute to investment-led sustainable development. But many challenges impair the ability of countries, especially developing countries, to ensure that the treaties they sign support their sustainable development in light of their distinctive circumstances. In some cases, this is due to a lack of the technical capacity to assess the desirability of particular kinds of provisions, despite capacity building efforts of UNCTAD, the World Bank, and NGOs. As well, power imbalances continue to define the outcome of treaty negotiations between developed and developing countries. For many developing countries, competition for investment with similarly situated countries may also discourage an aggressive approach to IIA negotiations. This paper surveys some of the continuing systemic challenges for developing countries regarding the negotiation of and compliance with investment treaty obligations.

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)0.029
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: Empirical · Consensus signal: none
Teacher disagreement score0.021
Threshold uncertainty score0.112

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.029
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0050.020
Scholarly communication0.0180.027
Open science0.0020.009
Research integrity0.0070.012
Insufficient payload (model declined to judge)0.0120.001

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 head0.019
GPT teacher head0.223
Teacher spread0.204 · 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
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
Published2019
Admission routes1
Has abstractyes

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