The Unique Associations of Academic Experiences With Depressive Symptoms in Emerging Adulthood
Why this work is in the frame
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Bibliographic record
Abstract
Research has shown that university students are at increased risk of developing depression and related symptoms. The goal of the present study was to examine whether academic experiences relate to depressive symptoms in emerging adults, over and above a set of established depression risk factors. Participants ( N = 903), ages 18–25 years, completed a series of questionnaires about risk factors for depression, academic experiences, and depressive symptoms. Results of a hierarchical multiple regression model showed that features of the academic experience were associated with depressive symptoms, over and above the effects of established risk factors. In particular, perceived academic stress, disengagement from studies, and loneliness at university were significant predictors of depressive symptoms. This research highlights the role of subjective academic experiences as potential risk factors for depressive symptoms in university students.
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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 | 0.001 | 0.001 |
| 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 | 0.000 | 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