International Student’s Recommendations To Improve Mental Health Support Services in Post Secondary Educational Institutions in Canada
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
The research study conducted was to find out: What are international students' recommendations to improve mental health support services in post-secondary educational institutions in Canada? This was a quantitative study that also had open ended questions so that participants may be able to add additional information if they had wished. The findings revealed were that there is a stigma that international students deal with when it comes to mental health, there is also a need of having counselors that speak different language as there are language barriers. Students from other countries don’t seem to think that mental health is that important, as well as must deal with cultural barriers and don’t actively seek out services when they are having mental health issues. A lot of international students in this study did not know about mental health services or were not interested. This study has been found to align with other studies on international students’ experience navigating mental health stigma and the need for more accessible support services.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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