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Record W7128908152 · doi:10.15640/rcbr.v11n1a2

Is it a Star? Is it a Huge Balloon? It’s a Rare Glimpse of China’s Digital Silk Road

2023· article· W7128908152 on OpenAlexaboutno aff
Patrice Flynn

Bibliographic record

VenueReview of Contemporary Business Research · 2023
Typearticle
Language
FieldSocial Sciences
TopicChina's Global Influence and Migration
Canadian institutionsnot available
Fundersnot available
KeywordsChinaGeopoliticsExclusive economic zoneSILKPentagonNepali

Abstract

fetched live from OpenAlex

The People’s Republic of China is well on its way toward building a Digital Silk Road that will facilitate seamless planetary e-commerce, surveillance, and telecommunications by 2030. China plans to use this universal digital system to enable social control, geolocation of its transnational infrastructure, and data reconnaissance. The West got a rare glimpse of the Digital Silk Road during the last week of January 2023 when a mysterious white balloon appeared over Canada and the United States. Instead of the West embracing the sighting as a moment of scientific discovery, the Pentagon shot down the smoking gun. This paper introduces the origins and aims of China’s Digital Silk Road and provides sample applications in nations that are official partners on China’s Silk Road. The balloon sighting offers valuable insights for policymakers, businesspeople, scholars, and citizens, who are curious about the new geopolitical and economic state of the world and China’s ascent on the global stage.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.041
Threshold uncertainty score0.082

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0020.004
Scholarly communication0.0030.003
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.171
GPT teacher head0.448
Teacher spread0.277 · 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 designObservational
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
Published2023
Admission routes1
Has abstractyes

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