Effects of Aquatic Aerobic Exercise for a Child with Cerebral Palsy: Single-Subject Design
Bibliographic record
Abstract
PURPOSE: The purpose of this study was to evaluate the effects of an aquatic aerobic exercise program for a child with cerebral palsy. METHODS: A 5-year-old girl with spastic diplegia classified at level III on the Gross Motor Function Classification System participated in this single-subject A-B-A design study. The aquatic aerobic exercise intervention was carried out 3 times per week for 12 weeks at an intensity of 50% to 80% of heart rate reserve. The Canadian Occupational Performance Measure, Gross Motor Function Measure, and 6-minute walk test were used as outcomes. RESULTS: Statistically significant improvements were found in the participation, activity, and body function components of the International Classification of Functioning, Disability, and Health model. Improvements in functional abilities and walking endurance and speed were recorded. CONCLUSION: These findings suggest that an aquatic aerobic exercise program was effective for this child with cerebral palsy and support the need for additional research in this area.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".