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Record W3009202027 · doi:10.4000/bagf.5410

Corridors ferroviaires Europe – Asie et coopération internationale :quelles perspectives de développement ?

2019· article· fr· W3009202027 on OpenAlexaff
Joël Forthoffer

Bibliographic record

VenueBulletin de l Association de géographes français · 2019
Typearticle
Languagefr
FieldBusiness, Management and Accounting
TopicTransport and Economic Policies
Canadian institutionsMinistère des Transports
Fundersnot available
KeywordsPolitical scienceHumanitiesArt

Abstract

fetched live from OpenAlex

Le commerce international connaît une forte croissance, notamment sous l’impulsion des pays d’Asie. Les échanges Europe-Asie sont réalisés principalement par voie maritime. En effet, malgré la redécouverte ces dernières années des grands itinéraires terrestres comme le corridor transsibérien, les transports ferroviaires internationaux de marchandises ne représentent aujourd’hui qu’une faible part des volumes transportés. Les investissements d’infrastructure ferroviaire pour de nouveaux corridors dans l’espace eurasien, les efforts d’interopérabilité et d’harmonisation menées par les organisations intergouvernementales et les organismes de coopération ferroviaire seront-ils en mesure de renforcer la compétitivité du transport ferroviaire ?

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)0.002
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 categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.366
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.003

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 head0.009
GPT teacher head0.219
Teacher spread0.210 · 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; both teacher heads agree on what is shown here.

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

Citations1
Published2019
Admission routes1
Has abstractyes

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