International Graduate Students’ Mental Health Diagnoses, Challenges, and Support
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
Although there is a growing body of research that suggests the mental health of graduate students differs from that of their undergraduate counterparts, studies examining international students at the graduate level are scarce. This study therefore compares mental health diagnoses, challenges and stressors experienced, and use of mental health support, of international and non-international students who identified as being graduate/professional students. Data from the 2019 Canadian National College Health Assessment were used to compare the international graduate students (n = 1,876) to their non-international peers (n = 4,809). Significant differences were found on prevalence of conditions, certain specific challenges that are experienced, and help-seeking behaviours. Overall, international and non-international students may experience similar challenges, but international students are less likely to seek support. The findings suggest a need for graduate advisors and student affairs professionals to recognize the unique experiences of international graduate students particularly with their help-seeking behaviours.
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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 | 0.004 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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