Missed opportunities: mental disorder in children of parents with depression
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
BACKGROUND: Emerging evidence suggests that early intervention and prevention programmes for mental health problems in the offspring of parents with depression are important. Such programmes are difficult to implement if children with psychiatric disorder are not identified and are not accessing services, even if their parents are known to primary care. AIM: To investigate service use in children of parents who have recurrent depression, and factors that influence such contact. DESIGN AND SETTING: A total of 333 families were recruited, mainly through primary health care, in which at least one parent had received treatment for recurrent depression and had a child aged 9-17 years. METHOD: Psychiatric assessments of parents and children were completed using research diagnostic interviews. The service-use interview recorded current (in the 3 months prior to interview) and lifetime contact with health, educational, and social services due to concerns about the child's emotions or behaviour. RESULTS: Only 37% of children who met criteria for psychiatric disorder were in contact with any service at the time of interview. A third, who were suicidal or self-harming and had a psychiatric disorder at that time, were not in contact with any service. Lack of parental worry predicted lower service use, with higher rates in children with comorbidity and suicidality. CONCLUSION: Most children with a psychiatric disorder in this high-risk sample were not in contact with services. Improving ease of access to services, increasing parental and professional awareness that mental health problems can cluster in families, and improving links between adult and child services may help early detection and intervention strategies for the offspring of parents with depression.
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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 | 0.000 | 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 | 0.001 |
| 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