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Record W2989146629 · doi:10.1093/ptj/pzz164

How Do Physical Therapists Approach Management of People With Early Knee Osteoarthritis? A Qualitative Study

2019· article· en· W2989146629 on OpenAlexafffundabout
Crystal MacKay, Gillian Hawker, Susan Jaglal

Bibliographic record

VenuePhysical Therapy · 2019
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsWest Park Healthcare CentreUniversity of TorontoToronto Rehabilitation InstituteUniversity Health Network
FundersCanadian Institutes of Health ResearchDepartment of Medicine, University of TorontoUniversity of TorontoToronto Rehabilitation Institute
KeywordsPsychological interventionPhysical therapyThematic analysisMedicineWeight managementPopulationQualitative researchOsteoarthritisPsychologyAlternative medicineNursingWeight lossObesity

Abstract

fetched live from OpenAlex

BACKGROUND: Knee osteoarthritis (OA) is a leading cause of disability. There is increasing emphasis on initiating treatment earlier in the disease. Physical therapists are central to the management of OA through the delivery of exercise programs. There is a paucity of research on physical therapists' perceptions and clinical behaviors related to early knee OA management. OBJECTIVE: The study aimed to explore how physical therapists approached management of early knee OA, with a focus on evidence-based strategies. This is an important first step to begin to optimize care by physical therapists for this population. DESIGN: We used a qualitative, descriptive research design. METHODS: Semistructured interviews were conducted with 33 physical therapists working with people with knee symptoms and/or diagnosed knee OA in community or outpatient settings in Canada. Data were analyzed using thematic analysis. RESULTS: Five main themes were constructed: (1) Physical therapists' experience and training: clinical experiences and continuing professional development informed clinical decision-making. (2) Tailoring treatment from the physical therapist "toolbox:" participants described their toolbox of therapeutic interventions, highlighting the importance of tailoring treatments to people. (3) The central role of exercise and physical activity in management: exercise was consistently recommended by participants. (4) Variability in support for weight management: there was variation related to how participants addressed weight management. (5) Facilitating "buy-in" to management: physical therapists used a range of strategies to gain "buy-in." LIMITATIONS: Participants were recruited through a professional association specializing in orthopedic physical therapy and worked an average of 21 years. CONCLUSIONS: Participants' accounts emphasized tailoring of interventions, particularly exercises, which is an evidence-based strategy for OA. Findings illuminated variations in management that warrant further exploration to optimize early intervention (eg, weight management, behavior change techniques).

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.420
Threshold uncertainty score0.877

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.018
GPT teacher head0.294
Teacher spread0.276 · 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 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

Citations32
Published2019
Admission routes3
Has abstractyes

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