Evaluating Mental Health and Well-Being Services at a Canadian University
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
In the last decade, a growing body of research has explored the importance of promoting mental health and well-being in university students. Being in university can be a stressful time for many, and as such, it is important to ensure students are experiencing high levels of mental health and well-being so that they can succeed in their studies. With the goal of maximizing mental health and well-being for university students, many universities offer wellness resources for their students. However, the accessibility and applicability of these wellness resources is not well understood. Research supports the notion that many students are unaware or unsatisfied with the mental health services, and/or may experience potential barriers to help-seeking at their college or university. As such, this study seeks to evaluate a Canadian University's wellness services and determine their impact on mental health and well-being. This study will explore whether wellness resources are meeting student expectations, and if there are any barriers to accessing them. Lastly, this study will consider whether mental health and well-being services offer additional benefits such as lowering stress and promoting resilience and positive emotions.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.004 | 0.005 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.034 | 0.002 |
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