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Record W4385359038 · doi:10.4000/eccs.6457

Avant-propos

2023· article· fr· W4385359038 on OpenAlexaboutno aff
Laurence Cros, Sandrine Ferré-Rode

Bibliographic record

VenueÉtudes canadiennes / Canadian Studies · 2023
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGeology

Abstract

fetched live from OpenAlex

94 porte sur la thématique « 70 ans après le Rapport Massey : État des lieux de la culture et des politiques culturelles au Canada » et fait suite au 45 e Congrès de l'Association Française d'Études Canadiennes (AFEC).Il s'est tenu à l'Université de Versailles-Saint-Quentin-en-Yvelines et à l'Ambassade du Canada à Paris, du 8 au 11 juin 2022.Il était organisé par Sandrine Ferré-Rode, avec le soutien de l'AFEC, de l'Ambassade du Canada à Paris, du CHCSC (Centre d'Histoire Culturelle des Sociétés Contemporaines / UVSQ), de l'UMR LARCA (Laboratoire de Recherche sur les Cultures Anglophones / Paris

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)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.172
Threshold uncertainty score0.343

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0070.002
Scholarly communication0.0090.003
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0770.025

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 head0.091
GPT teacher head0.287
Teacher spread0.197 · 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 designNot applicable
Domainnot available
GenreEditorial

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
Published2023
Admission routes1
Has abstractyes

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