MétaCan
Menu
Back to cohort
Record W2955815627 · doi:10.1177/0020881719851916

US Perspectives on China’s Belt and Road Initiative in Central Asia and the South Caucasus

2019· article· en· W2955815627 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

VenueInternational Studies · 2019
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicBelt and Road Initiative
Canadian institutionsnot available
Fundersnot available
KeywordsGeopoliticsChinaHegemonyCentral asiaEast AsiaGeographyPolitical scienceQuarter (Canadian coin)EconomyDevelopment economicsPoliticsEconomicsPhysical geography

Abstract

fetched live from OpenAlex

To date, the US response to the Chinese Belt and Road Initiative (BRI) in Central Asia and the Caucasus has been calm, if not tacitly supportive. Two main reasons for this are: (a) the reopening of age-old east–west trade corridors as one of the most important legacies of the collapse of the USSR and (b) it views the engagement of both China and Europe in east–west trade across Central Asia as furthering the Central Asians’ own ability to achieve balanced and positive relations between all the major powers, thereby constraining hegemonic aspirations from any quarter. Further, the United States supports the emergence of Central Asia as a defined world region akin to ASEAN or the Nordic Council and believes that reforms under way in Uzbekistan and elsewhere in the region serve that end as well as increase east–west and west–east trade across the region. Finally, the United States realizes that the ultimate judgement on the viability of BRI in Central Asia and the Caucasus will be that of the market and not geopolitics.

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)0.000
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.669
Threshold uncertainty score0.297

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.038
GPT teacher head0.257
Teacher spread0.219 · 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