Chinese whispers: international Chinese students’ language practices in an anglophone Higher Education context
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.
Bibliographic record
Abstract
This study explored the language practices of a small group of international Chinese students in an anglophone Higher Education context where English was the medium of instruction. The context was the first year of an early childhood education course at an Australian university. Building on findings from research in conversation analysis on language alternation and medium of interaction, the analyses sought to unveil the students’ classroom verbal and nonverbal practices as they switched between Mandarin and English. Findings show that students’ preferred medium was monolingual: English for discussing taskwork and Mandarin for resolving disagreement or confusion, establishing understanding, and selecting a speaker. Alternation to Mandarin was accompanied by whispering and the embodied actions of ‘hiding’ behind the laptop while co-occurring laughter was used to signal a language switch or to index trouble or a delicate situation. These findings suggest that language choice was not simply a practice for restoring the preferred medium. Rather the students continued to speak Mandarin until the interactional motivation for its use was completed, which legitimized the use of their shared language. The paper ends with recommendations to inform pedagogy that is sensitive to the linguistic needs of international students in Higher Education in anglophone contexts.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.016 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it