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Record W2557428830 · doi:10.1002/tesq.341

Developing Mutual Intelligibility and Conviviality in the 21st Century Classroom: Insights from English as a Lingua Franca and Intercultural Communication

2016· article· en· W2557428830 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueTESOL Quarterly · 2016
Typearticle
Languageen
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsnot available
FundersConcordia UniversityMichigan State University
KeywordsEnglish as a lingua francaLingua francaSociologyCitationLibrary scienceMedia studiesHumanitiesArtComputer science

Abstract

fetched live from OpenAlex

& Due to ongoing increases in global mobility and migration, global citizens consistently find themselves in contact with a range of linguistic and cultural backgrounds (Zhu, 2011).Through a growing focus on multilingualism in second language (L2) research (i.e., Ortega, 2013), greater recognition has been given to the complex multilingual repertoires of language users across the globe (Blommaert, 2010).However, a primarily pedagogical focus on the linguistic components of interaction overlooks the role that cultural differences may play in mis-and nonunderstandings between speakers (Scollon, Scollon, & Jones, 2012).Blommaert (2013) prioritized a recognition of complexity over multiplicity and plurality when considering the cultural components of global contact, arguing that current investigations are limited to individual zones of contact, without consideration of how what begin as distinct cultural units are transformed and carried over into subsequent global contact.As such, Blommaert is following up on Leung's (2005) argument for conviviality between global English users, where linguistic and cultural distinctions are not immediately evaluated due

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)0.000
metaresearch head score (Gemma)0.000
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: Empirical
Teacher disagreement score0.250
Threshold uncertainty score0.350

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.028
GPT teacher head0.258
Teacher spread0.230 · 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