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Record W4409504448 · doi:10.1080/09638288.2025.2487204

The COMbined Physical and somatoSEnsory (COMPoSE) training intervention to improve upper limb recovery after stroke: a single-case experimental study

2025· article· en· W4409504448 on OpenAlexaff
Urvashy Gopaul, Paulette van Vliet, Michael Nilsson, Mark Bayley, Leeanne M. Carey, Robin Callister

Bibliographic record

VenueDisability and Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsUniversity of TorontoToronto Rehabilitation InstituteUniversity Health Network
Fundersnot available
KeywordsPhysical medicine and rehabilitationStroke (engine)Somatosensory systemIntervention (counseling)Physical therapyPsychologyTraining (meteorology)Upper limbMedicineRehabilitationNeuroscience

Abstract

fetched live from OpenAlex

PURPOSE: The COMbined Physical and somatoSEnsory (COMPoSE) program is a novel intervention combining training of somatosensory and motor variables synchronously to improve upper limb recovery after stroke. The aim of this study was to evaluate the impact of COMPoSE on the upper limbs after stroke, using a single-case experimental study design. METHODS: Five people with chronic stroke (62-89 years) completed the COMPoSE intervention trial (15 h, 10 sessions). Effects on participants were assessed using laboratory measures (maximal tactile pressures) and clinical motor and somatosensory measures. RESULTS: Notable improvements were observed in measures of maximal tactile pressures in four out of five participants between baseline and post-intervention (range of change index: 12.0-62.5%; change in level: 2.3-10.6 KPa). Also, improvements were observed in the Wolf motor function test (score and time), box and block test, motor activity log, grip strength, wrist position sense test, tactile discrimination test, stroke impact scale at post-intervention (range of change index: 3.0-50.3%) compared to baseline. CONCLUSION: Our findings suggest that COMPoSE could be beneficial to people with mild to severe somatosensory and motor deficits after stroke. The delivery of the COMPoSE intervention could be tailored to individual needs to maximize somatosensory and motor improvements in the upper limb after stroke. CLINICAL TRIALS REGISTRY: This study was registered with the Australian New Zealand Clinical Trials Registry ACTRN12615001222538.

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)0.005
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: Non-randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.004
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0030.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.019
GPT teacher head0.305
Teacher spread0.287 · 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 designNon-randomized trial
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
Published2025
Admission routes1
Has abstractyes

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