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Record W2795442088 · doi:10.1080/17483107.2018.1456566

Effectiveness of the Wheelchair Skills Training Program: a systematic review and meta-analysis

2018· review· en· W2795442088 on OpenAlexaff
Laura Keeler, R. Lee Kirby, Kim Parker, Katie McLean, Jill A. Hayden

Bibliographic record

VenueDisability and Rehabilitation Assistive Technology · 2018
Typereview
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsNova Scotia Health AuthorityDalhousie University
Fundersnot available
KeywordsWheelchairCochrane LibraryMeta-analysisCINAHLMedicineRandomized controlled trialPhysical therapyData extractionMEDLINEPsychological interventionInternal medicineNursingComputer science

Abstract

fetched live from OpenAlex

OBJECTIVE: To conduct a systematic review synthesizing the evidence for the effectiveness of the Wheelchair Skills Training Program (WSTP). DATA SOURCES: We searched PubMed, the Cochrane Library, CINAHL and Embase databases, as well as grey literature, up to 10 October 2017. STUDY SELECTION: Randomized controlled trials (RCTs) assessing the effectiveness of the WSTP. DATA EXTRACTION: Two independent reviewers screened articles and extracted data. Methodological quality was assessed using Cochrane's Risk of Bias Tool. DATA SYNTHESIS: Meta-analyses (including sub-group analyses) were conducted for the Wheelchair Skills Test (WST) and WST Questionnaire (WST-Q) total capacity scores. We qualitatively assessed retention, WST/WST-Q subtotal and individual-skill capacity scores and other identified outcomes. The quality of evidence was determined using the Grades of Recommendation, Assessment, Development and Evaluation (GRADE) approach. Thirteen articles (581 participants) were included for analysis. The level of evidence was of moderate quality. The WSTP increased the post-training WST/WST-Q total capacity scores by 14.0% (95% CI: 7.4, 20.8; p < .0001) compared to no treatment, standard care or educational controls, a relative increase over baseline of 21.2%. Subgroup analyses showed that training was more effective for new wheelchair users. Retention of training effects was suggested by the absence of significant declines between tests post-training and at follow-up. The WSTP was found to have positive effects on some other outcomes. No serious adverse events were reported. CONCLUSIONS: There is moderate quality evidence that the WSTP is a safe intervention that has a clinically meaningful effect on WST/WST-Q capacity scores and some other outcomes. Implications for rehabilitation A systematic review and meta-analysis of 13 randomized controlled trials on a total of 581 participants, using the Wheelchair Skills Training Program (WSTP) as the intervention, found that the WSTP increased Wheelchair Skills Test (WST) and WST Questionnaire (WST-Q) total capacity scores by 21.2% relative to baseline. Subgroup analyses showed that training was more effective for new wheelchair users. The WSTP was found to have positive effects on some other outcomes and no serious adverse events were reported. The WSTP warrants cautious implementation in clinical and educational 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 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)0.003
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.827
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0090.002
Bibliometrics0.0000.003
Science and technology studies0.0000.004
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 head0.442
Teacher spread0.368 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations111
Published2018
Admission routes1
Has abstractyes

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