Satisfação dos usuários de cadeiras de rodas da Região Metropolitana da Baixada Santista
Bibliographic record
Abstract
This article seeks to identify user satisfaction in relation to wheelchairs and the provision of public and private health services in the Baixada Santista Metropolitan Region. It involved a cross-sectional study with a quantitative approach. Participants answered a sociodemographic questionnaire and the Brazilian version of the Quebec Assistive Technology User Satisfaction Assessment. Data were analyzed using descriptive and comparative statistics by means of Student's t test. Cohen's d effect sizes were also calculated. Participants (n = 42) were "more or less satisfied" with the wheelchairs and "quite satisfied" with the services provided. Rigid frame wheelchair users were significantly more satisfied with their wheelchairs compared to users of wheelchairs weighing over 198 lbs. (p = 0.010, d = 1.04). Users of private services showed significantly greater satisfaction with the provision of the service compared to public services users (p = 0.021, d = 0.75). Wheelchair users in the Baixada Santista Metropolitan Region are more satisfied with the rigid frame wheelchair and less satisfied with public services.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".