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Record W2091542047 · doi:10.1061/40961(319)14

Economic Contribution Rate Analysis of Chinese Transportation Infrastructure Construction: Based on the Input-Output Data Sheet in 2002

2008· article· en· W2091542047 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicEvaluation and Optimization Models
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsInvestment (military)Transportation infrastructureOrder (exchange)ProductivityChinaGovernment (linguistics)BusinessMacroProduct (mathematics)Critical infrastructureFunction (biology)Transport infrastructureMacro levelIndustrial organizationEconomyTransport engineeringEconomicsFinanceEconomic systemEngineeringEconomic growthComputer science

Abstract

fetched live from OpenAlex

Investments on the construction of transportation infrastructure have a great effect on the national economy of any country. Infrastructure includes the transport networks such as railways, highways, and waterways. This article examines the transportation infrastructure construction contribution on both of the national product growth and the personnel employment growth in China for the year of 2002. This examination was done based on input-output method and industry correlation theory which applies the output, investment, employment multiplication in order to quantify the investments effects on the transportation infrastructure construction for the Chinese economy. The obtained results showed that the scale of transportation infrastructure construction is small at present in comparison with many others countries which will lead to lower the growth rates and productivity of the Chinese economy in the near future. This paper concludes that the Chinese government should strength the administration of macro-economy in order to exert the function of the transportation infrastructure for the economy development.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.273
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.018
GPT teacher head0.242
Teacher spread0.224 · 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

Quick stats

Citations2
Published2008
Admission routes1
Has abstractyes

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