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Record W2467323802

Calcul différentiel : optimiser l'impact dans la formation

2013· article· fr· W2467323802 on OpenAlexaboutno aff
André Ross

Bibliographic record

VenueBulletin de l'Association mathématique du Québec · 2013
Typearticle
Languagefr
FieldMathematics
TopicHistory and Theory of Mathematics
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy
DOInot available

Abstract

fetched live from OpenAlex

L’Association Mathematique du Quebec regroupe des personnes, des societes, ecoles, commissions scolaires, colleges, universites, instituts de recherche, societes industrielles, ou commerciales qui s’interessent a l’enseignement, a la recherche, au developpement, a la diffusion ou la vulgarisation des mathematiques. Elle vise a aider les educateurs, du primaire a l’Universite, dans leur travail en mettant a leur disposition divers services et ressources. Elle favorise les echanges entre les differents ordres d’enseignement des mathematiques et collabore aux initiatives du Ministere de l’education qui s’inscrivent dans ce sens. Elle favorise une mise a jour continue de l’enseignement des mathematiques, et pour ce faire elle collabore avec les institutions d’enseignement, les editeurs et divers mathematiciens qui oeuvrent en dehors des milieux academiques. Elle suscite par ses activites et ses publications un interet plus grand pour les mathematiques. www.mat.ulaval.ca/amq/

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)0.003
metaresearch head score (Gemma)0.005
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.405
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0310.013

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 head0.236
Teacher spread0.227 · 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
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
Published2013
Admission routes1
Has abstractyes

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Same venueBulletin de l'Association mathématique du QuébecSame topicHistory and Theory of MathematicsFrench-language works237,207