Bibliographic record
Abstract
This ethnographic case study documents students’ lived experience at a Canadian offshore school in Macau through students’ multimodal artifacts, interviews, and teacher-student interactions in English and Mandarin literacy classes. Undergirded by the theory of cosmopolitan literacies, this study revealed the opportunities at mcs for difference negotiation and fluid identity formation that were enabled by mcs ‘s curricular emphasis on celebrating multiculturalism and multimodality. However, interview and observation data showed that literacy practices in the English literacy classes also centered around pen to paper meaning-making. This study identified human and non-human actors that enabled and constrained students’ literacy and identity options in the unique cross-border education context in Macau, such as mcs's multicultural reality, school's curricular emphasis on celebrating multiculturalism and multimodality, individual teachers’ preferences in literacy practices, and the expectations of the standardized Alberta test. The paper discusses the pedagogical potentials of cosmopolitan literacies to expand transnational education students’ literacy and identity options.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.014 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".