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Record W7053129475

Transition from manual to power wheelchair - experiences of persons with Multiple Sclerosis.

2022· article· en· W7053129475 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJonkoping University Library (Jönköping University) · 2022
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsWheelchairTransition (genetics)Power (physics)Occupational therapyOccupational safety and healthAssistive technology
DOInot available

Abstract

fetched live from OpenAlex

Introduction:During the course of their disease, persons with multiple sclerosis experience restrictions to their mobility that impact on their occupational engagement. Little is known about how persons with multiple sclerosis experience the transition from manual to power wheelchair. Aim:To describe how persons with multiple sclerosis experience the transition from a manual to a power wheelchair, and how this transition affects their occupational engagement. Method: Five persons with multiple sclerosis who had transitioned to a power wheelchair within the previous 36 months participated in semi-structured interviews. The interviews were analysed through qualitative content analysis supported by the framework of the Canadian Model of Occupational Performance and Engagement. Findings:Transition to a power wheelchair improved the participants’ ability to get around, their comfort sitting, and fatigue level. These improvements led to increased occupational engagement, primarily related to leisure activities. The timing of the transition was perceived as an important aspect. Conclusions: A gradual introduction to a power wheelchair earlier in the disease course could facilitate acceptance and help maintain occupational engagement. Significance: The occupational therapist has an important role in raising an early dialogue to find the right timing and processes for transition to power wheelchair to support occupational engagement.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.169
Threshold uncertainty score0.957

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0440.000

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 head0.012
GPT teacher head0.175
Teacher spread0.163 · 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