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Record W4411991809 · doi:10.1016/j.pecinn.2025.100418

The experience of people with multiple sclerosis who receive occupational performance coaching

2025· article· en· W4411991809 on OpenAlexafffund
Niloufar Malakouti, Dorothy Kessler, Marcia Finlayson, Samantha Stephens

Bibliographic record

VenuePEC Innovation · 2025
Typearticle
Languageen
FieldMedicine
TopicMultiple Sclerosis Research Studies
Canadian institutionsHospital for Sick ChildrenQueen's University
FundersQueen's UniversityUniversity Hospitals
KeywordsCoachingMultiple sclerosisOccupational therapyPhysical medicine and rehabilitationPsychologyPhysical therapyMedicinePsychotherapistPsychiatry

Abstract

fetched live from OpenAlex

Objective: To explore how Occupational Performance Coaching (OPC) influences self-management in the daily lives of people with Multiple Sclerosis (PwMS). Methods: A qualitative study involving 10 PwMS who underwent 6 sessions of telephone OPC over ten weeks. Interpretive description was used as the methodological approach. Participants were interviewed pre- and post-intervention, with thematic analysis performed on transcripts. Results: Pre-intervention themes included resisting MS, living with MS, ongoing challenges, and strategies. Post-intervention, the theme of resisting MS dissipated, with emergent sub-themes of planning ahead, being consistent, and talking about the plan. Participants reported reduced resistance towards their condition, a shift in their focus from problems towards solutions, and an enhancement of existing strategies and/or development of new strategies used to overcome ongoing challenges in living with MS. Conclusion: OPC may facilitate a shift in focus towards solutions and enhance self-management strategies in PwMS. Innovation: This study highlights OPC as a promising and innovative approach for addressing the self-management needs of individuals with MS, emphasizing its potential to enhance meaningful participation by fostering effective coping strategies and proactive attitudes.

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)0.004
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0050.005
Scholarly communication0.0030.002
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.057
GPT teacher head0.325
Teacher spread0.269 · 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 designQualitative
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 routes2
Has abstractyes

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