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Record W3204315891 · doi:10.7202/1081289ar

Modéliser les processus de collaboration entre acteurs de l’éducation et de la recherche pour la construction de savoirs

2021· article· fr· W3204315891 on OpenAlexaffvenue
Gilles Aldon, Réjane Monod-Ansaldi, Isabelle Nizet, Michèle Prieur, Caroline Vincent

Bibliographic record

VenueNouveaux cahiers de la recherche en éducation · 2021
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsHumanitiesSociologyPhilosophyPolitical science

Abstract

fetched live from OpenAlex

Les recherches en éducation s’enracinent profondément dans la réalité complexe des phénomènes d’enseignement et d’apprentissage, convoquant les acteurs de la recherche et de l’éducation à appréhender cette complexité dans un travail commun. L’inscription de ce travail dans une perspective participative ou collaborative nécessite une intelligibilité accrue des processus collaboratifs à l’oeuvre et des défis qu’ils posent aux différents acteurs. Nous proposons dans cet article un modèle théorique des processus de collaboration fondé sur une construction épistémologique et méthodologique croisant des cadres théoriques issus de l’anthropologie, de la psychologie, de la philosophie, de la didactique et des sciences du langage, avec pour ambition de créer une meilleure intelligibilité des processus à l’oeuvre dans les recherches participatives en éducation.

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)0.057
metaresearch head score (Gemma)0.083
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Research integrity
Consensus categoriesMetaresearch, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.217
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0570.083
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0050.004
Insufficient payload (model declined to judge)0.0000.000

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 head0.395
GPT teacher head0.523
Teacher spread0.128 · 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 designQualitative
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

Citations11
Published2021
Admission routes2
Has abstractyes

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