International Students’ Stories of Pandemic Self-Isolation: Perspectives at a Christian University
Bibliographic record
Abstract
This research aims to examine the experiences of international students taking courses during the COVID-19 pandemic amidst lockdowns, self-isolation, and the closure of international borders. We interviewed 15 students, mainly from South Asia, attending university in Atlantic Canada who could not return to their countries of origin before the travel restrictions were imposed. The findings expose major mental health issues the stranded international students faced and the impact on their well-being as well as educational attainment. The study has implications for mental health support systems in Christian universities but has also revealed that Christian compassion was a key coping mechanism for affected students. To the authors’ knowledge, this study is the first to examine the experience of international students left stranded by COVID-19 restrictions in Atlantic Canada.
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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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.029 | 0.021 |
| Scholarly communication | 0.013 | 0.005 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.004 | 0.014 |
| 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".