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Record W4210824230 · doi:10.1515/cercles-2021-2025

Investigating teaching assistants’ participation in a simulated meeting in a United States University English course

2021· article· en· W4210824230 on OpenAlex
Justin E. Freedman, Benjamin H. Dotger, Denis Samburskiy

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueLanguage Learning in Higher Education · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicEFL/ESL Teaching and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)SituatedPedagogyPsychologyHigher educationSituated learningTeaching methodEnglish for academic purposesFaculty developmentQualitative researchMedical educationMathematics educationProfessional developmentSociologyMedicinePolitical scienceComputer science

Abstract

fetched live from OpenAlex

Abstract In countries such as the United States and Canada, an increasing number of non-native English speaking graduate students work in the capacity of university teaching assistants. Over the past several decades, a number of communication challenges between non-native English speaking International Teaching Assistants (ITAs) and native English-speaking undergraduate students have emerged. Universities have responded by developing ITA education programs that aim to teach English for the specific purpose of university teaching. This paper examines how ITA education can provide ITAs opportunities for authentic practice and reflection of communicating in an instructional capacity. ITAs enrolled in an English course participated in a video-recorded clinical simulation – a form of situated practice in which individuals engage with an actor who is trained to interact with all participants in a consistent manner. ITAs met with an actor-portrayed undergraduate student who is visiting their teaching assistant to express concern about a group project. ITAs met in small groups following the simulated meeting to reflect on the shared experience. Qualitative analysis demonstrates that the simulated context elicited both challenges to comprehensibility and the use of strategies by students and ITAs to manage miscommunication, while working towards mutual understanding of the students’ concerns. Reflective discussions reveal how the ITAs evaluated approaches to communicating with a concerned student in an instructional context. Embedding clinical simulations in ITA education can provide opportunities for the situated practice of using language to communicate instructional decisions, and as a structured opportunity for supporting mutual understanding between ITAs and native English-speaking students.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.056
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.027
GPT teacher head0.295
Teacher spread0.268 · 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