How Psychological Symptoms Mediate Perceived COVID-19 Stress and Identity Distress in Emerging Adults
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 global pandemic has been associated with substantial elevation in mental health problems among emerging adults. In this study, we examined psychological symptoms in relation to perceived COVID-19 stress and disturbances with identity development (identity distress) among university students in Canada and in Spain during the second wave of the pandemic. Spanish students indicated greater identity distress than their Canadian counterpart, and they reported higher perceived COVID-19 stress. The predicted associations were supported among perceived COVID-19 stress, psychological symptoms, and identity distress for both groups, and psychological symptoms mediated the linkage between perceived COVID-19 stress and identity distress. These results underscore the enduring influence of psychological symptoms in relation to perceived COVID-19 stressors and identity development with implications for other serious contextual events and suggestions for student support and clinical intervention.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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