Rethinking the bathroom for adolescents with Cerebral Palsy: an exploratory pilot study addressing privacy and independence
Bibliographic record
Abstract
Caring for a child with cerebral palsy (CP) at home represents a major challenge and can have a significant impact on the caregiver’s physical and psychological well-being. Caregivers and professionals often feel uncomfortable with adolescents’ emerging behaviours. Adolescents’ need for privacy requires a certain level of independence to be achieved. However, the physical environment may cause problems in achieving the required degree of privacy. The main objective of this study was to explore and identify realistic, evidence-based solutions to promote independence and privacy in the bathroom for teenagers with CP. The authors used a two-stage co-design process: the conception of the design solution, followed by validation. The results of this project demonstrate the need to combine original technical aids and environmental settings to create a safe, hygienic environment for the user. The results can guide therapists in their clinical approach to designing washing facilities that meet the hygiene and psychological needs of other adolescents, adults and seniors with mobility impairments.
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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 | 0.006 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".