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Record W4252846198 · doi:10.21203/rs.3.rs-123620/v1

One World Project's Wheelchair Skills Training Camp in Morocco – Effects of a Community Peer-Based Programme

2020· preprint· en· W4252846198 on OpenAlexaboutno aff
Tomasz Tasiemski, Maciej Wilski, Piotr Urbański

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsnot available
FundersInternational Research and Exchanges BoardUnited States Agency for International Development
KeywordsTraining (meteorology)WheelchairPeer reviewMedical educationPsychologyPolitical scienceComputer scienceMedicineGeographyWorld Wide Web

Abstract

fetched live from OpenAlex

Abstract Background. Access to health services was found to be a major problem for over half of persons with disabilities in Morocco. This has created the need to increase opportunities for community-based rehabilitation activities in this country.The aim of this study was to assess wheelchairs skills of persons with physical disabilities attending the first Wheelchair Skills and Empowerment Camp in Morocco, and their satisfaction with the manual wheelchairs available during the camp activities. Methods. 19 persons (13 male and 6 female) with physical disabilities took part in the project. Mean years since injury or illness was 24 years. The following measures have been used: the Queensland Evaluation of Wheelchair Skills test, and the Quebec User Evaluation of Satisfaction with assistive Technology. Results. Study participants improved their overall wheelchair mobility skills (p=0.002; d=0.20), especially the ability to ascend and descend a ramp (p=0.012; d=0.67). The participants were significantly larger satisfied with the new provided wheelchairs in comparison to their own wheelchairs with regard to five of the satisfaction items i.e. ease in adjusting (p=0.011; d=0.96), safety and security (p=0.014; d=0.97), durability (p=0.037; d=0.81), ease to use (p=0.045; d=0.87), and comfort (p=0.006; d=1.03). Conclusions. Findings of this study suggest that there is a need for structured wheelchair skills training and better-quality wheelchairs for persons with physical disabilities in Morocco. The study also confirmed that community peer-based programmes in low-resource countries can play an important role in rehabilitation in persons with physical disabilities, even many years since their injury or illness.

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)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.079
Threshold uncertainty score0.157

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.072
GPT teacher head0.322
Teacher spread0.250 · 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 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
Published2020
Admission routes1
Has abstractyes

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