The mental health of parent versus non-parent post-secondary students
Bibliographic record
Abstract
Post-secondary students experience abnormally high levels of stress compared to the general population, and parents pursuing post-secondary education have additional demands that challenge their mental health. Understanding the mental health of parent versus non-parent students is imperative to support students in their academic pursuits. The purpose of this mixed-methods, cross-sectional paper was two-fold: (1) to investigate the mental health (flourishing/languishing) of parents pursuing post-secondary education in Ontario, Canada with children/youth aged 0-18 years compared to non-parent post-secondary students; and (2) to explore parents' and non-parents' lived experiences of mental health (flourishing/languishing) while pursuing post-secondary education. A total of 374 students (n = 86 parents; n = 288 non-parents) completed an online survey that included demographics and the previously validated Mental Health Continuum-Short Form. A subset of participants (n = 10 parents; n = 10 non-parents) participated in one of six focus groups (3 parent focus groups; 3 non-parent focus groups). Results from the independent sample t-tests indicated no significant differences between the overall mental health scores. Thematic analysis revealed 4 themes for student-parents: (1) factors that challenge mental health; (2) realities of being a student-parent; (3) social connectivity among family and friends; and (4) mental health fluctuations. A total of 6 non-parent specific themes were found: (1) social connectivity among peers; (2) factors that challenge mental health; (3) the bidirectional relationship between school and mental health status; (4) prioritizing academic roles; (5) finding purpose through academic pursuits; and (6) admiration for student-parents. Findings from the current study highlight the dichotomy in student-parent versus non-parent academic identities and are important for university personnel to understand to provide tailored supports.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".