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Record W4413862847 · doi:10.1522/rhe.v9i4.1856

Pratiques inclusives dans les cours de 2e et 3e cycles universitaires : perceptions d’étudiantes et étudiants de l’international sur la mise en œuvre de la conception universelle de l’apprentissage

2025· article· fr· W4413862847 on OpenAlexaffvenueabout
Ibrahima Diallo, Ayda Sadat Hejazian, Géraldine Heilporn

Bibliographic record

VenueRevue hybride de l éducation · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsPhilosophyHumanitiesPolitical scienceSociology

Abstract

fetched live from OpenAlex

Cet article rend compte de la perception de trois personnes étudiantes de l’international inscrites à l’Université Laval sur les apports de la mise en œuvre de principes issus de la conception universelle de l’apprentissage (CUA) dans leurs cours aux cycles supérieurs. Il a été révélé que des pratiques pédagogiques inclusives s’appuyant sur les trois principes de la CUA répondent aux besoins variés des personnes étudiantes. Toutefois, l’article met en évidence des différences dans l’application de ces principes par les personnes enseignantes. Ainsi, l’adoption de la CUA dans les cours universitaires pourrait devenir un levier pour promouvoir l’inclusion des personnes étudiantes de l’international.

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)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.244
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.067
GPT teacher head0.414
Teacher spread0.347 · 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 routes3
Has abstractyes

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