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Record W2977547220 · doi:10.18806/tesl.v36i1.1302

Challenging Deficit Constructions of the International Student Category in Canadian Higher Education

2019· article· en· W2977547220 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.

venuePublished in a venue whose home country is Canada.
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

VenueTESL Canada Journal · 2019
Typearticle
Languageen
FieldArts and Humanities
TopicSecond Language Learning and Teaching
Canadian institutionsnot available
Fundersnot available
KeywordsInternationalizationSociologyStudy abroadHumanitiesPedagogyHigher educationPolitical scienceArt

Abstract

fetched live from OpenAlex

The trend toward internationalization on Canadian campuses has been simultaneously lauded as an opportunity for promoting campus diversity and criticized for creating a campus environment that is segregated along linguistic and ethnic lines. As a result of these tensions, students labelled as “international” have become the focus of increasing amounts of media attention. In this article, drawing on interviews with undergraduate students (n = 13) from one postsecondary Canadian institution, I examine how the seemingly neutral labels applied to diverse students, such as the category “international,” operate in talk to reproduce deficit understandings of these students, particularly in regard to their English language abilities. I then provide evidence that students also construct more positive representations of international students through references to their experiences of migration and their expertise interacting with speakers of different Englishes. I offer the notion of “language brokers” as a helpful conceptual lens for interpreting this categorization and for reflecting on the contributions that international students make to Canadian higher education. La tendance de l’internationalisation dans les universités canadiennes a simultanément été louée comme une occasion de promouvoir la diversité sur le campus et critiquée pour la ségrégation qu’elle opère dans l’environnement universitaire en fonction de l’appartenance linguistique et ethnique. Ces tensions ont pour effet d’attirer progressivement l’attention des médias sur les étudiants dits « internationaux ». Dans le présent article, je m’appuie sur des entrevues avec des étudiantes et étudiants de premier cycle (n = 13) inscrits dans un établissement postsecondaire canadien pour examiner la façon dont des étiquettes apparemment neutres accolées à des étudiants diversifiés, comme par exemple la catégorie des étudiants « internationaux », crée un langage qui reflète certains déficits de compréhension de tels étudiants, particulièrement en ce qui concerne leurs compétences linguistiques en anglais. J’apporte ensuite la preuve que les étudiants construisent également des représentations plus positives des étudiants internationaux à la lumière de leur expérience migratoire et de la compétence avec laquelle ils interagissent avec des interlocuteurs qui s’expriment dans les multiples variations de l’anglais. J’offre la notion de « courtier en langues » comme lentille conceptuelle utile pour l’interprétation de cette catégorisation et pour une réflexion sur les apports des étudiants internationaux à l’enseignement supérieur au Canada.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.791
Threshold uncertainty score0.944

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)0.0560.000

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 head0.011
GPT teacher head0.212
Teacher spread0.201 · 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