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Record W7008506522

China Belt and Road Initiative (BRI) Investment Report 2023 H1 – Green Finance & Development Center

2023· article· en· W7008506522 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

VenueFlorida International University Digital Commons (Florida International University) · 2023
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicBelt and Road Initiative
Canadian institutionsnot available
Fundersnot available
KeywordsChinaInvestment (military)Work (physics)Quarter (Canadian coin)Christian ministryCenter (category theory)Framework agreement
DOInot available

Abstract

fetched live from OpenAlex

In April 2023, the Ministry of Commerce (MOFCOM) released new BRI engagement statistics covering the period of January to March 2023. According to these data, Chinese enterprises invested about 5.76 billion in non-financial direct investments in countries “along the Belt and Road” in the first quarter of 2023 (a year-on-year increase of 9.5%). For this report, the definition of BRI countries includes 148 countries that had signed a cooperation agreement with China to work under the framework of the Belt and Road Initiative by June 2023. We base our data on the China Global Investment Tracker and our own data research at the Green Finance & Development Center affiliated with FISF Fudan University, Shanghai. The data mostly includes deals with a size of over USD100 million and we count BRI engagements as those in countries that had an MoU with China to cooperate under the BRI (thus, if the Syrian Republic signed a BRI MoU in 2022, we also count prior investments into Syria as BRI investments). As with most data, they tend to be imperfect and need regular updating.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.746
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.040
GPT teacher head0.208
Teacher spread0.168 · 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