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Record W6944976533 · doi:10.25318/2110013501-fra

L'emploi, les salaires et les avantages sociaux des entreprises canadiennes et des entreprises sous contrôle étranger à la distribution cinématographique, vidéo et audiovisuelle et la distribution en gros des vidéocassettes, selon les caractéristiques de l'emploi, inactif

2020· dataset· fr· W6944976533 on OpenAlexaboutno aff

Bibliographic record

VenueStatistics Canada Dissemination · 2020
Typedataset
Languagefr
FieldEnvironmental Science
TopicSpecies Distribution and Climate Change
Canadian institutionsnot available
Fundersnot available
KeywordsLocal DevelopmentResource distributionDistribution (mathematics)

Abstract

fetched live from OpenAlex

Ce tableau contient 10 séries, avec des données pour les années 1997/1998 - 2004/2005 (il n'y a pas nécessairement de données pour toutes les années pour l'ensemble des combinaisons). Ce tableau contient des données telles que décrites par les dimensions suivantes (Les combinaisons ne sont pas toutes disponibles) : Géographie (1 élément : Canada) Caractéristiques de l'emploi (10 éléments : Total de l'emploi par des entreprises canadiennes et des entreprises sous contrôle étranger; Emploi à temps plein par des entreprises canadiennes et des entreprises sous contrôle étranger; Emploi à temps partiel par des entreprises canadiennes et des entreprises sous contrôle étranger; Propriétaires actifs des entreprises canadiennes et des entreprises sous contrôle étranger; ...).

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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.549
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.003
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.017
GPT teacher head0.293
Teacher spread0.276 · 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 designNot applicable
Domainnot available
GenreDataset

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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueStatistics Canada DisseminationSame topicSpecies Distribution and Climate ChangeFrench-language works237,207