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Record W3200663541 · doi:10.7202/1080486ar

Les technologies de l’information et de la communication en pédagogie universitaire et en formation à la profession enseignante : mythes et réalités

2021· article· fr· W3200663541 on OpenAlexaffvenueabout
François Larose, Robert O. David, Sylvain Lafrance, Judith Cantin

Bibliographic record

VenueÉducation et francophonie · 2021
Typearticle
Languagefr
FieldSocial Sciences
TopicOnline and Blended Learning
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsHumanitiesPolitical scienceSociologyPhilosophy

Abstract

fetched live from OpenAlex

Dans cet article, nous présentons dans un premier temps une revue de la littérature traitant des enjeux épistémologiques qui sous-tendent l’intégration des technologies de l’information et de la communication en pédagogie universitaire. Nous identifions ensuite l’impact de ces enjeux sur le recours aux TIC en formation à la profession enseignante. Enfin, nous présentons les résultats d’une enquête réalisée auprès du professorat de l’Université de Sherbrooke au regard du profil d’alphabétisation informatique, d’attitudes par rapport à l’informatique et des pratiques d’intégration des TIC en enseignement au premier cycle. Les résultats sont examinés à la lumière des conclusions que nous tirons de la revue de la littérature scientifique anglosaxonne.

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)0.011
metaresearch head score (Gemma)0.018
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0060.006
Science and technology studies0.0050.019
Scholarly communication0.0200.019
Open science0.0010.006
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0100.001

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 head0.023
GPT teacher head0.353
Teacher spread0.330 · 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
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

Citations7
Published2021
Admission routes3
Has abstractyes

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