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Record W4408884688 · doi:10.1080/17483107.2025.2483297

Exploring the influence of a school-based wheelchair skills training program on manual wheelchair mobility in youth: an exploratory study

2025· article· en· W4408884688 on OpenAlexafffund
Tatiana Dib, Béatrice Ouellet, Krista L. Best, Geneviève Daoust, Julie-Anne Therrien, Daniel H. Lair, Paula W. Rushton

Bibliographic record

VenueDisability and Rehabilitation Assistive Technology · 2025
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsDalhousie UniversityUniversité LavalCentre for Interdisciplinary Research in RehabilitationUniversité de MontréalCentre Hospitalier Universitaire Sainte-Justine
FundersCanadian Institutes of Health ResearchUniversité de Montréal
KeywordsWheelchairManual wheelchairTest (biology)Physical medicine and rehabilitationPhysical therapyCardiorespiratory fitnessPsychologyRehabilitationMedicineComputer science

Abstract

fetched live from OpenAlex

Introduction Self-directed manual wheelchair (MWC) mobility can facilitate participation in school, sports and community activities for pediatric MWC users (PMWUs), though many rely on others for getting around. The Wheelchair Skills Training Program (WSTP) has demonstrated effectiveness in improving MWC mobility in adults with preliminary evidence in pediatrics. However, rehabilitation professionals lack time to provide sufficient training. Expanding training opportunities within the community, such as in schools, could be promising, but has not been documented. A mobility training physical education class incorporating the WSTP (Groupe Endurance), was offered at a specialized high school.Objectives Explore changes in MWC capacity, propulsion and endurance of PMWUs between pre- (T0) to mid- (T1) to post-course (T2).Methods A pre-post study with three measures (T0, T1, T2) was conducted. Groupe Endurance’s participants respecting the eligibility criteria were invited to participate in the study. PMWUs attended 34 classes during the school year. MWC capacity, propulsion and endurance were assessed with the Wheelchair Skills Test (WST), the Wheelchair Propulsion Test (WPT) and the 12-minute Wheelchair Performance Test for Cardiorespiratory Endurance (12-WPTCE) respectively. Nonparametric longitudinal analyses were used to explore changes between T0, T1 and T2.Results Ten PMWUs participated in the study. There were statistically significant differences between T0, T1 and T2 for MWC capacity (ATS (1.84)=17.35, p < 0.001) and the distance covered by participants on the 12-WPTCE (ATS (1.12)=4.36, p = 0.03).Conclusion Integrating MWC skills training into schools appears to be an interesting solution to improve PMWUs’ mobility. Future studies are required to determine proper training dosage.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.099
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.003
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.074
GPT teacher head0.399
Teacher spread0.325 · 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 teacher head, not a consensus.

Study designObservational
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

Citations1
Published2025
Admission routes2
Has abstractyes

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