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Record W4408002920 · doi:10.1016/j.system.2025.103642

Cultivating the nexus of research and practice in language teacher education: A duoethnographic exploration

2025· article· en· W4408002920 on OpenAlexaff
Anwar Ahmed, Brian Morgan

Bibliographic record

VenueSystem · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsYork UniversityUniversity of British Columbia
Fundersnot available
KeywordsNexus (standard)PedagogyMathematics educationComputer scienceSociologyPsychology

Abstract

fetched live from OpenAlex

This article addresses the research-practice divide in education, with a particular focus on language teacher education. In line with this special issue, we see disciplinary value in the concept of “nexus” to describe the dynamic relationship between research and practice, offering a more nuanced framework than traditional dichotomies. After introducing the notion of nexus, we briefly explore the distinction between education and education al research before outlining duoethnography as our methodology. Our central aim is to challenge the prevailing positivistic approaches to research, which prioritize causal generalizations and “what works” models, and to advocate instead for duoethnography – a more conversational and interpretive approach in support of research utilization. Duoethnography is a dialogic and iterative methodology, which enables us to juxtapose our life histories and lived experiences to interrogate our shared topic of interest. This approach generates multiple, often contested understandings of phenomena, foregrounding difference and multivocality. Through our duoethnographic analysis, we argue for the development of critical research literacy among prospective teachers to foster a sustainable and pedagogically meaningful nexus of research and practice. Rather than providing a prescriptive blueprint, we invite readers to engage actively and critically with research by embracing its complexity and interpretive nature.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.027
metaresearch head score (Gemma)0.035
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.983
Threshold uncertainty score0.145

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.035
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.005
Science and technology studies0.0170.088
Scholarly communication0.0220.029
Open science0.0020.022
Research integrity0.0040.007
Insufficient payload (model declined to judge)0.0030.000

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 head0.097
GPT teacher head0.405
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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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

Citations3
Published2025
Admission routes1
Has abstractyes

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