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Record W4407132980 · doi:10.1080/03004279.2025.2460586

Achievement, well-being and relationship building: investigating teachers’ values in practice with migrant students and families in Québec, Canada

2025· article· en· W4407132980 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEducation 3-13 · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEarly Childhood Education and Development
Canadian institutionsUniversité du Québec à Montréal
FundersAcademy of Nutrition and Dietetics
KeywordsPsychologySociologyDevelopmental psychologyMathematics educationPedagogy

Abstract

fetched live from OpenAlex

In Québec, Canada, although the Ministry of Education emphasises the importance of addressing ethnocultural, linguistic, and religious diversity in schools, gaps persist in practice. Among them are insufficient initial training and variability in practices. Recognising that values, attitudes, and convictions shape educational practices, this article examines their influence on educators’ approaches to working with migrant students, with the aim of informing reflections on initial and continuous training. A thematic analysis of 12 practice stories from primary school teachers and a principal highlights values and convictions centred on student achievement and well-being. The analysis also underscores the significance of rapport-building with parents, reflecting educators’ commitment to fostering students’ achievement. However, a lack of critical reflection on these concepts often reinforces deficit discourses and monocultural norms, limiting the transformative potential of inclusive education. The article concludes with implications for training programmes to better equip education professionals to support diverse students and their families.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.013
GPT teacher head0.323
Teacher spread0.309 · 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