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Record W4411163694 · doi:10.1177/10538135251348365

Community-Based Exercise Programming for Individuals with Parkinson's Disease: A Qualitative Study

2025· article· en· W4411163694 on OpenAlexafffund
Aiza Khan, C Allyson Jones, Marguerite Wieler, Victor E. Ezeugwu

Bibliographic record

VenueNeurorehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsUniversity of Alberta
FundersParkinson Association of AlbertaParkinson VerenigingMitacs
KeywordsParkinson's diseaseQualitative researchDiseasePsychologyPhysical medicine and rehabilitationGerontologyPhysical therapyMedicineSociologyPathologySocial science

Abstract

fetched live from OpenAlex

BackgroundParkinson's disease (PD) is a neurological disorder that significantly impacts individuals, their families, and the healthcare system. Alongside drug therapies and surgical interventions, exercise has shown potential in improving motor and non-motor symptoms. This study explored perspectives of individuals with PD, care partners, and program providers regarding a community-based exercise program for PD.MethodsIndividuals with PD (Hoehn & Yahr stages I-III), on a stable medication regime, who participated in a PD-specific community-based exercise program twice weekly for at least 12 weeks, along with care partners and program providers were recruited. In-depth interviews were conducted with individuals with PD (n = 17), care partners (n = 7), and program providers (n = 3) from January to May 2024. Data were analyzed using an interpretative phenomenology analysis and mapped onto a behavior-change model. Two patient advisors and care partners assisted in data analysis and interpretation.ResultsParticipants highlighted the PD-specific nature of the program and group exercise benefits as key motivators. Pre-program challenges included difficulties obtaining a diagnosis, adapting to non-motor symptoms, medication side effects, and finding motivation. Post-program outcomes included symptom improvement, mutual motivation, community support, and reduced self-consciousness, prompting the recommendation of greater community awareness. Barriers to participation included transportation difficulties and cost. These findings suggest addressing barriers is essential to enhance accessibility and program benefits.ConclusionsThe PD-specific exercise program was perceived as beneficial to overall health and wellness, providing physical, emotional, and social benefits. A lack of awareness about the significance of exercise in PD remains a critical challenge.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.103
Threshold uncertainty score0.546

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.356
Teacher spread0.329 · 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.

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

Citations0
Published2025
Admission routes2
Has abstractyes

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