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Record W7033189865

Production sharing in Latin America and East Asia

2012· other· en· W7033189865 on OpenAlexaboutno aff

Bibliographic record

VenueRePEc: Research Papers in Economics · 2012
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicOrthoptera Research and Taxonomy
Canadian institutionsnot available
Fundersnot available
KeywordsLatin AmericansEast AsiaProduction (economics)ChinaFinished good
DOInot available

Abstract

fetched live from OpenAlex

In this paper we empirically examine the extent and properties of production sharing in Latin and North America as well as that in East Asia. In 2006, exports of parts and components from Latin and North America constituted 29.7% of the region’s exports of manufactured goods to the world. Both exports and imports of parts and components were declining shares of trade in manufactured goods or trade in all goods. A large amount of trade in parts and components in the region was with members of NAFTA, particularly the United States. Imports from East Asia and from China were increasingly important. There was a relatively thick production network of parts of motor vehicles in Latin and North America, followed by networks of parts of telecommunication equipment and electronic components. But the network was primarily within the United States, Mexico and Canada, with Brazil also playing a role. For East Asia, the motor vehicle parts network was not as significant, but the electronic components network was much wider and deeper.

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 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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.907
Threshold uncertainty score0.999

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 communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.042
GPT teacher head0.267
Teacher spread0.225 · 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 teacher head, not a consensus.

Study designOther design
Domainnot available
GenreOther

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

Citations2
Published2012
Admission routes1
Has abstractyes

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