Describing healthcare concerns of adolescents and adults with cerebral palsy
Bibliographic record
Abstract
To identify healthcare concerns of adolescents and adults with cerebral palsy (CP) followed in a multidisciplinary rehabilitation program and identify patient factors associated with the number of concerns raised. A retrospective chart review of initial consultations of 241 people with CP (53 % male) aged 14 years or older (mean 27 y 5mo, SD 13 y 2mo), over a three-year period. Descriptive statistics were used to summarize data and explore associations. Poisson’s regression was used to predict healthcare concerns from patient demographic factors. A total of 2237 distinct concerns were raised by the participants, with a median of 9 (range 1–34) concerns per person. Ten healthcare concern categories were reported by more than 25 % of the sample. Only age was associated with the number of healthcare concerns (r = 0.25, p < 0.001). Age and GMFCS significantly predicted total number of healthcare concerns. Adolescents and adults with CP reported a high number of healthcare concerns at the initial visit to the Transitional and Lifelong Care program and the number of concerns may increase with advancing age. The concerns identified span a variety of biopsychosocial spheres and supports the need for ongoing specialty and multidisciplinary care of this population through their adult years.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 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".