Depression and suicide ideation among students accessing campus health care.
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
Depression and suicide are of increasing concern on college campuses. This article presents data from the College Health Intervention Projects on the frequency of depression and suicide ideation among 1,622 college students who accessed primary care services in 4 university clinics in the Midwest, Northwest, and Canada. Students completed the Beck Depression Inventory and other measures related to exercise patterns, alcohol use, sensation seeking, and violence. The frequency of depression was similar for men (25%) and women (26%). Thought of suicide was higher for men (13%) than women (10%). Tobacco use, emotional abuse, and unwanted sexual encounters were all associated with screening positive for depression. "Days of exercise per week" was inversely associated with screening positive for depression. Because the majority of students access campus-based student health centers, medical providers can serve a key role in early identification and intervention. With every 4th student reporting symptoms of depression and every 10th student having suicidal thoughts, such interventions are needed.
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) | 0.000 | 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