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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 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.

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.

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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.499
Threshold uncertainty score0.363

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.097
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