Efficacy of Stepping Stones Triple P Plus a Stress Management Adjunct for Parents of Children with an Acquired Brain Injury: The Protocol of a Randomised Controlled Trial
Bibliographic record
Abstract
Paediatric acquired brain injury (ABI) is the most common cause of acquired disability in childhood. It frequently results in significant personality, cognitive, emotional and behavioural changes, and consequent impairment in independent functioning, education, employment and interpersonal relationships. Additionally, paediatric ABI impacts on the entire family system, with parents commonly reporting significant distress and adjustment difficulties. Despite this, there is currently limited research into effective programmes to support families following their child's ABI. This protocol describes a wait-list randomised controlled trial of a behavioural family intervention plus a parent stress management programme for paediatric ABI. Interventions will be conducted with parents in a group format, aiming to improve child outcomes by improving parenting behaviour and coping. Outcomes assessed will be: (i) child behaviour and emotional outcome as measured by parent and teacher reports; (ii) parental style and confidence; (iii) parental adjustment (stress, anxiety and depression symptoms); (iv) family functioning; (v) parent relationship; and (vi) parent psychological flexibility. Assessments will be via questionnaires conducted pre-, mid- and post- intervention, and at a 6-month follow-up. The theoretical basis, study hypotheses, methods and planned analyses are described.
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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 | 0.016 | 0.019 |
| Meta-epidemiology (narrow) | 0.005 | 0.002 |
| Meta-epidemiology (broad) | 0.011 | 0.005 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.008 | 0.006 |
| Insufficient payload (model declined to judge) | 0.032 | 0.005 |
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".