Rehabilitation service utilization in children and youth with cerebral palsy
Why this work is in the frame
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Bibliographic record
Abstract
AIM: To describe the pattern of use of rehabilitation services in children and adolescents with cerebral palsy (CP), and to identify factors associated with use. METHODS: In this study, parents of 91 school-age children and 167 adolescents with CP completed a questionnaire regarding educational and rehabilitation resources received within the last 6 months. Rehabilitation services included occupational therapy (OT), physical therapy (PT), speech language pathology (SLP), psychology and special education. Demographic characteristics were documented and developmental and functional status was assessed. Relationships between service utilization and sociodemographic factors, functioning and school setting were determined. RESULTS: Over half of children (53.2%) and adolescents (57.5%) were in regular schools; however, 41% of these required special education resources. The remainder (42.5-46.8%) was in special schools. The majority of children (84.6%) were receiving at least one rehabilitation service although this decreased (68.1%) in adolescence. PT and OT were most common and services were provided predominantly in the school setting. Services were primarily weekly direct interventions at school age, with weekly interventions or consultations most common for adolescents. Younger age was associated with service receipt at school age only. Children with greater motor limitations, lower IQ and greater activity limitations were more likely to receive OT, PT, SLP or special education. Children in segregated schools were significantly more likely to receive rehabilitation services, when compared with children in regular schools. CONCLUSIONS: The majority of children and youth received one or more services. Individuals with greater motor or cognitive challenges were more likely to receive a range of school-based services from rehabilitation specialists. When compared with children of school age, adolescents were less likely to receive services and when provided, services were more likely to be consultative. Services may need to be more optimally organized through childhood to enhance benefits to children with CP across activity limitation profiles.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| 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 it