Positive behavioural support in schools for children and adolescents with intellectual disabilities whose behaviour challenges
Bibliographic record
Abstract
Decision-makers with limited budgets want to know the economic consequences of their decisions. Is there an economic case for positive behavioural support (PBS)? A small before-after study assessing the impact of PBS on challenging behaviours and positive social and communication skills in children and adolescents with intellectual disabilities and behaviours that challenge was followed by an evaluation of costs. Results were compared with the costs of alternative packages of care currently available in England obtained from a Delphi exercise conducted alongside the study. Children and adolescents supported with PBS showed improvement in challenging behaviours and social and communication skills, at a total weekly cost of GBP 1909 (and GBP 1951 including carer-related costs). PBS in schools for children and adolescents with intellectual disabilities and behaviours that challenge may help to support them in the community with potential improvements in outcomes and also cost advantages.
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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 | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| 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 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".