International Students from Asia in Canadian Universities : Institutional Challenges at the Intersection of Internationalization, Racialization and Inclusion
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
<p>This book explores how the recruitment and retention of Asian international students in Canadian universities intersects with other institutional priorities. Responding to the growing need for new insights and perspectives on the institutional mechanisms adopted by Canadian universities to support Asian international students in their academic and social integration to university life, it crucially examines the challenges at the intersection of two institutional priorities: internationalization and anti-racism. This is especially important for the Asian international student group, who are known to experience invisible forms of discrimination and differential treatment in Canadian post-secondary education institutions. The authors present new conceptualisations and theoretical perspectives on topics including international students’ experiences and understandings of race and racism, comparisons with domestic students and/or non-Asian students, institutional discourse and narratives on Asian international students, comparison with other university priorities, cross-national comparisons, best practices, and recent developments linked to the COVID-19 pandemic. Foregrounding the institutional strategies of Canadian universities, as opposed to student experience exclusively, this direct examination of institutional responses and initiatives draws out similarities and differences across the country, compares them within the broader array of university priorities, and ultimately offers the opportunity for Canadian universities to learn from each other in improving the integration of Asian international students and others to their student body. It will appeal to teacher-scholars, researchers and educators with interested in higher education, international education and race and ethnic studies.</p><p>The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license.</p>
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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