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Record W2907939784 · doi:10.1093/jiel/jgy048

China’s Approach to the Belt and Road Initiative: Scope, Character and Sustainability

2018· article· en· W2907939784 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of International Economic Law · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Law and Aviation
Canadian institutionsnot available
Fundersnot available
KeywordsChinaScope (computer science)Context (archaeology)NormativePolitical scienceBeijingSustainabilityBusinessLawGeographyComputer science

Abstract

fetched live from OpenAlex

As a new form of regional multilateralism, the Belt and Road Initiative is China’s most significant strategic move for external engagement in international economic law, following its World Trade Organization accession. This paper analyses China’s approach towards the Belt and Road Initiative from a legal perspective, focusing on three questions: first, what is the proper scope of the Belt and Road Initiative? Second, is there an identifiable approach that China adopts in the Belt and Road Initiative context, and, if so, what is its key legal characteristic? Third, is China’s Belt and Road Initiative approach sustainable? Employing a functional approach in defining the Belt and Road Initiative, the article identifies three qualities to China’s approach to the Belt and Road Initiative: (i) that it is a hub-and-spoke network, (ii) it adopts a three-track institutional and mechanism approach, and (iii) a dual- track normative approach. Compared with the US trade approach (particularly the US–Mexico–Canada Agreement), these qualities reveal the key characteristic underpinning China’s Belt and Road Initiative approach: maximised flexibility regarding institutions and norms to address uncertainties and challenges in the Belt and Road Initiative. Such flexibility will likely assist in ensuring that China’s Belt and Road Initiative approach is sustainable by enabling trial-and-error, if properly managed. However, it also gives rise to concerns around China’s Belt and Road Initiative approach, especially as to its predictability, coherence, and transparency.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.966
Threshold uncertainty score0.331

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 studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.014
GPT teacher head0.302
Teacher spread0.288 · 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