“I Think He Will Have It Throughout His Whole Life”: Parent and Youth Perspectives About Childhood Mental Health Problems
Bibliographic record
Abstract
Children's mental health (CMH) problems can be long-lasting. Even among children and youth who receive specialized CMH treatment, recurrence of problems is common. It is unknown whether youth and their parents view the possibility of future mental health problems. This has important implications for how CMH services should be delivered. This grounded theory study gained perspectives from youth (aged 12-15 years) who received CMH treatment ( n = 10) and their parents ( n = 10) about the expected course of CMH problems. Three disorder trajectories emerged: (a) not chronic, (b) chronic and persistent, and (c) chronic and remitting, with the majority of youth falling in the third trajectory. A gap in available services between CMH and adult care was perceived by parents, leaving them either help hopeful or help hungry about their child's future care. Improving care for youth with ongoing mental health problems is needed to minimize costs to families and the system.
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How this classification was reachedexpand
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 | 0.023 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.018 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.005 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".