Creating a DVD and Resource Kit: Effective ADL Techniques for Children with Cerebral Palsy and Their Caregivers for a Clinic in Morocco, Africa
Bibliographic record
Abstract
Cerebral Palsy (CP) is a common neurological disorder caused by injury during brain development. The impairments commonly associated with CP include motor and sensory deficits that can significantly impact all areas of occupation, especially activities of daily living (ADL). In countries such as Morocco where the number of healthcare facilities is limited and languages vary, the burden on families to access appropriate care and education can be challenging. Center Asays in Morocco serves children with CP and requested a non-language based DVD for caregivers to provide education on proper positioning for both the child and caregiver during ADL. This project created a DVD that includes instruction for lifting and carrying, range of motion, grooming, sleeping, feeding, and dressing. The DVD is available for the caregivers to watch in the waiting room during therapy sessions and corresponding handouts are provided to increase retention of the information. Through communication with the clinic director, it appears this resource has met needs of the clinic and families.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 0.004 |
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".