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Record W4415971894 · doi:10.1080/14790718.2025.2584166

Facing failure: unveiling challenges in implementing plurilingual pedagogy through teacher-researcher collaboration

2025· article· en· W4415971894 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueInternational Journal of Multilingualism · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsUniversité du Québec à Trois-RivièresUniversité de Montréal
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsMultilingualismHigher educationQualitative researchContext (archaeology)Intercultural communication

Abstract

fetched live from OpenAlex

Language instruction continues to be shaped by a dominant monolingual ideology (Cummins, Citation2007), despite increasing academic advocacy for plurilingual pedagogy (e.g. Galante et al., Citation2022). Bridging this gap remains a significant challenge. This article reports on a teacher-researcher initiative that involved two online workshops designed to introduce plurilingualism and form-focused instruction to five German and three French language teachers in higher education. The workshops focused on theoretical concepts and the adoption of a plurilingual teaching model, supported by material adaptation facilitated by the researchers. Data from workshop interactions between teacher participants and researchers reveal persistent challenges in aligning theoretical objectives with practical implementation. The teachers demonstrated varied understandings of key concepts such as metalinguistic reflection and crosslinguistic comparison, often defaulting to existing pedagogical beliefs. Additionally, the researchers’ facilitation approaches, including dominating interaction and demonstrating limited responsiveness, constrained engagement. This article examines these challenges and proposes strategies to better support the co-construction of knowledge in future professional development initiatives.

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)0.002
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.711
Threshold uncertainty score0.672

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.094
GPT teacher head0.428
Teacher spread0.335 · 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