Two case study evaluations of an arts-based social skills intervention for adolescents with childhood brain disorder
Bibliographic record
Abstract
OBJECTIVE: Arts-based programmes have been shown to be useful for individuals with disturbances in cognitive and behavioural functioning. The current case studies examined the feasibility and effectiveness of a theatre skills training programme to facilitate social skills and participation for adolescents with childhood brain disorder. METHODS: A case study approach was used with two adolescent participants. Focus groups were conducted immediately post-intervention, while a battery of quantitative measures were administered pre- and post-treatment, as well as 8 months post-treatment. RESULTS: Perceived and documented improvements in social skills and participation were observed from pre- to post-intervention and at follow-up. CONCLUSION: Results support the use of an arts-based intervention for youth with brain injuries to facilitate social skills and participation. Findings also highlight the need for more sensitive measures of these skills for youth with childhood brain disorder, who may have impaired awareness of their abilities and/or impairments in memory and language comprehension.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".