Telehealth: a child and family-friendly approach to mental health-care reform
Bibliographic record
Abstract
Limited access to paediatric mental health services and high drop-out rates from treatment result in poor health outcomes for families with children with mental health problems. New ways of delivering care are required. Telehealth is a promising approach. The Family Help programme employs manualized, distance treatment by telephone. Participants in the Family Help programme (both adults and children) have reported a strong therapeutic alliance with their telephone coach. Participants also described how during treatment sessions they felt comfortable and safe in their own home; they did not feel stigmatized or judged; they had little apprehension about self-disclosure and they felt that treatment was delivered at their convenience. Treatment calls were often scheduled after typical working hours. Attrition rates were found to be very low and children actively engaged in the structured, distance treatment. Evidence-based, distance delivery using non-professionals is a promising approach to the delivery of paediatric mental health care.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| 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 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".