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Record W3208706858 · doi:10.21203/rs.3.rs-955768/v1

Evaluation of Pediatric-Specific Wheelchair-Skills-Training Tools By Primary Users: A Descriptive Qualitative Study

2021· preprint· en· W3208706858 on OpenAlexaff
Béatrice Ouellet, Paula W. Rushton, Andrée-Anne Côté, Laurence Fortin-Haines, Emma Lafleur, Isabelle Paré, Melanie Barwick, R. Lee Kirby, Maxime T. Robert, François Routhier, Yohali Burrola-Mendez, Krista L. Best

Bibliographic record

VenueResearch Square · 2021
Typepreprint
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsUniversity of TorontoUniversité de MontréalDalhousie UniversityUniversité Laval
Fundersnot available
KeywordsWheelchairUsabilityMedical educationApplied psychologyPsychologyFocus groupMedicineComputer scienceHuman–computer interactionWorld Wide Web

Abstract

fetched live from OpenAlex

Abstract Background Children’s ability to engage in meaningful occupations is positively influenced by their ability to move independently. Preliminary evidence in children suggests that wheelchair skills training improves wheelchair skills, which are critical for wheelchair mobility. The Wheelchair Skills Training Program is a standardized program to teach wheelchair skills. However, it is underutilized in pediatric rehabilitation settings. To address perceived barriers to training, three pediatric-specific Wheelchair Skills Training Program tools for indoor skills were developed (i.e., a storybook, four instructional posters, and a workbook). This study aimed to document occupational therapists’ and pediatric manual wheelchair users’ satisfaction and perspectives on the usability, relevance, and feasibility of these tools. Method A descriptive qualitative research design was used. A focus group was conducted with occupational therapists and interviews were conducted pediatric manual wheelchair users to obtain their feedback on the tool prototypes to facilitate refinement and to ensure they meet users’ needs. Results Eight occupational therapists and five pediatric manual wheelchair users expressed general satisfaction with the tools, describing them as usable, relevant and feasible to integrate into wheelchair skills training with novice wheelchair users and younger children. All occupational therapists and three pediatric manual wheelchair users expressed the desire to use the tools for wheelchair skills training. Two children expressed that the tools were more relevant for beginner wheelchair users only. The participants suggested minor modifications to make the tools more accessible for children (e.g., more action in the story, increased precision of illustrations related to the characters’ position in the wheelchair). Conclusion Occupational therapists and pediatric manual wheelchair users perceived the tools to have high potential to facilitate the use of the Wheelchair Skills Training Program in pediatric rehabilitation settings. After making the recommended modifications, the tools will be ready for pilot testing in pediatric rehabilitation settings.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.016
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.021
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0040.005
Scholarly communication0.0040.003
Open science0.0020.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.289
GPT teacher head0.472
Teacher spread0.184 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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