MétaCan
Menu
← Back to cohort
Record W7046020295

Commerce international : caractéristiques des entreprises canadiennes exportatrices et importatrices de services commerciaux 2010 à 2018

2022· other· fr· W7046020295 on OpenAlexaboutno aff

Bibliographic record

VenueKnowledge UdeS (Institutional Deposit of the University of Sherbrooke) · 2022
Typeother
Languagefr
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsInternational marketContext (archaeology)Trade in servicesInternational investment
DOInot available

Abstract

fetched live from OpenAlex

Le mémoire fournit un ensemble de faits stylisés sur les entreprises qui participent au commerce international de services commerciaux, en utilisant une nouvelle base de données uniques au niveau des entreprises qui exportent et importent des services au Canada. Il est démontré que c’est seulement une petite fraction des entreprises canadiennes qui sont engagées dans le commerce international de services, que la participation varie à travers les industries et que les commerçants de services sont différents des non-commerçants en termes de taille, de productivité, de salaires et d’autres caractéristiques. Également, le mémoire fournit des preuves détaillées sur les structures commerciales des exportateurs et importateurs de services commerciaux comme le nombre de marchés desservis, la valeur des exportations et des importations par destination et la part individuelle des marchés par rapport aux revenus totaux. Les résultats sont interprétés en fonction de la littérature existante sur le commerce de services et de marchandises. Les résultats illustrent que l’hétérogénéité est une caractéristique prédominante dans le commerce international de services. En plus, le mémoire présente l’importance de la marge extensive et intensive dans l’équation de gravité. Finalement, les résultats permettent d’illustrer la forte ressemblance entre le commerce international de marchandises et de services et ces derniers sont, en majorité, conforment à la littérature existante.

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)0.005
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.633
Threshold uncertainty score0.730

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0060.016
Science and technology studies0.0020.001
Scholarly communication0.0050.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0200.003

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 head0.012
GPT teacher head0.229
Teacher spread0.217 · 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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueKnowledge UdeS (Institutional Deposit of the University of Sherbrooke)→Same topicMagnetic confinement fusion research→French-language works237,207→