International Students Attending Canadian Universities: Their Experiences with Housing, Finances, and Other Issues
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
Universities recruit international students for a number of reasons, including enhancement of global contacts and reputation, to increase enrolment, and to generate revenue from tuition. These students face unique challenges as compared with domestic students, but no published studies or reports exist on this issue. In this article we report our findings from a survey and interviews with international graduate students, university personnel, and service providers assisting students. Students reported difficulties with finding affordable, adequate, and suitable housing; with finances, stemming from their ability to work or find employment, and from currency fluctuations; and with integration into a new university and an unfamiliar society. Administrators described limits to the assistance they could provide. Both groups suggested changes to address international students’ housing and financial issues. This study is part of a larger research project exploring housing and related issues among post-secondary students in a western Canadian city.
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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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