MétaCan
Menu
Back to cohort
Record W4414695990 · doi:10.26443/mje/rsem.v59i2.10542

Editorial

2025· article· fr· W4414695990 on OpenAlexaffvenueabout
Kevin Peloquin, Carl Beaudoin

Bibliographic record

VenueMcGill Journal of Education / Revue des sciences de l éducation de McGill · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicCollaborative Teaching and Inclusion
Canadian institutionsUniversité du Québec à Trois-RivièresUniversité de Montréal
Fundersnot available
KeywordsDiversity (politics)Remedial educationRelation (database)Reading (process)RetrainingProfessional developmentControl (management)

Abstract

fetched live from OpenAlex

Educational research contributes, among other things, to a better understanding of the learning and teaching processes carried out in the field.Issue 59-2 brings together articles from a diversity of approaches and preoccupations relating to pedagogical practice, teacher training, and student learning.One of the first themes of this issue focuses on initial and in-service training of teachers, as well as the development of their professional identity.Fortier and Tremblay highlight developmental co-teaching as a promising alternative to traditional internships.In the same vein, Moinet, Frenay, Raemdonck, and Mrz's study reports on the professional retraining of adults who choose to become primary education teachers.Ruberto, Beaulieu, Moreau, and Dor-Turgeon focus on the collaborative practices of remedial teachers in secondary school, while Fontaine, Moreau, Boily, and Livernoche analyze training-support systems for the implementation of programmes for the teaching and learning of reading and writing.Several articles and a Note from the Field explore innovative pedagogical approaches and their practical benefits.Payant and Dutil discuss taskbased language teaching (TBLT), and, for their part, Gagnon, Agundez-Rodriguez, Richard, Theis, and Michaud are interested in philosophical dialogue among secondary school students in Quebec and Switzerland.At the university level, Girouard-Gagn, Deschnes, Bgin-Caouette, Jones, Karram Stephenson, and Metcalfe explore the factors influencing Canadian professors' use of various pedagogical practices, while Gagn-Legault, Cimon-Paquet, and Vronneau question the perceptions of parents and adolescents in relation to parental solicitation and control of academic performance and engagement.

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)0.008
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.688
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0050.002
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.221
GPT teacher head0.459
Teacher spread0.238 · 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 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
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueMcGill Journal of Education / Revue des sciences de l éducation de McGillSame topicCollaborative Teaching and InclusionFrench-language works237,207