The Impact of Community Paediatric Occupational Therapy on Children with Disabilities and Their Carers
Bibliographic record
Abstract
The need to demonstrate ‘best value’ in local authority settings is one of the remits of the white paper Modernising Social Services (Department of Health 1997). This study investigated the effectiveness of paediatric occupational therapy in terms of both increasing the independence of disabled children and reducing the strain of caring on the part of the carers. A before-and-after design was used, in which 33 children with a wide range of disabilities were assessed using two measures — the Community Dependency Index and the Canadian Occupational Performance Measure — prior to receiving and then following occupational therapy. The carers were interviewed separately, using three scales to assess the strain associated with their caring tasks. The findings show a statistically significant shift in the children's scores indicating that the levels of independence improved for most of the children, although many remained dependent on their carers for a number of daily living tasks. While the carers found the occupational therapy service very satisfactory, the evidence suggests that it did not reduce the strain of caring.
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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 | 0.002 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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".