Lower limb orthopedic surgery in children and adolescents with cerebral palsy is well captured using individualized Goal Attainment Scale (GAS) and Canadian Occupational Performance Measure (COPM) goals
Bibliographic record
Abstract
Purpose To investigate individualized goals set and goal attainment following lower limb orthopedic surgery for children and adolescents with cerebral palsy (CP).Materials and method Retrospective chart review. Individualized goals set prior to orthopedic surgery using the Canadian Occupational Performance Measure (COPM) and/or Goal Attainment Scaling (GAS) with follow-up within 18 months post-surgery were analyzed. Goals were categorized into functional mobility, leisure, self-care and productivity.Results 44 children met the inclusion criteria, mean age 12.5 years (range 4.8–18.2yrs, SD 3.9), GMFCS I = 6, II = 19, III = 6, IV = 9, V = 4. In total 111 goals were analyzed, n = 79 COPM goals and n = 32 GAS goals. Clinically and statistically positive change was demonstrated in the COPM post-surgery, with mean changes of 3.74 (<0.0001) for performance and 4.26 (p < 0.0001) for satisfaction with performance. Of the 32 GAS goals set, 22 had an expected to much greater than expected outcome.Conclusions COPM goals demonstrated clinically and statistically significant improvement in performance and satisfaction with performance for children of all GMFCS levels post-surgery. GAS goals were not universally met. This study highlights the importance of individualized goal setting and recommends further evaluation into non-achievement of goals and the relationship between goal outcomes and surgery type.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 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".