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Record W4409499361 · doi:10.52358/mm.vi20.438

Transformation numérique dans les organisations publiques et nouvelles dynamiques de formation du personnel

2025· article· fr· W4409499361 on OpenAlexaffvenue
Gustavo Adolfo Angulo Mendoza

Bibliographic record

VenueMédiations et médiatisations · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicInformation Systems Theories and Implementation
Canadian institutionsUniversité TÉLUQ
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Cette recherche examine la transition des pratiques d’ingénierie pédagogique dans la fonction publique québécoise visant à modéliser des pratiques optimales pour favoriser leur mise en œuvre et leur pérennisation dans un contexte post-pandémique. À l’aide d’une approche méthodologique qualitative, nous avons mené des entretiens semi-structurés auprès de 12 professionnels issus de 10 organismes publics, sélectionnés pour leur rôle actif dans le développement de formations. Les résultats indiquent que l’adaptation des formations aux besoins des participants et la consolidation des pratiques pédagogiques sont essentielles pour assurer l’efficacité de l’apprentissage à distance. Bien que des avancées aient été réalisées dans l’utilisation des technologies et la formation des formateurs, des défis demeurent concernant la qualité, la cohérence des contenus et la formalisation des processus de conception. À l’avenir, l’établissement d’une gouvernance collaborative et une intégration plus efficace des outils technologiques s’avèrent cruciaux pour garantir des formations durables et adaptées à un environnement en constante évolution.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.936
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0040.000
Scholarly communication0.0010.007
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.026
GPT teacher head0.315
Teacher spread0.289 · 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 teacher head, not a consensus.

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

Citations0
Published2025
Admission routes2
Has abstractyes

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