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Record W4401045004 · doi:10.1002/msc.1922

Patient Experience of Stiffness With Knee Osteoarthritis: An Interpretative Description Study

2024· article· en· W4401045004 on OpenAlexafffundabout
Stephanie Reischl, Christina Ziebart, Z. Johnston, Jianshen Ma, Dzung L. Pham, J. F. Salloum, M. Sithganesan, Spencer Wikkerink, Kelly Munro, Joy C. MacDermid

Bibliographic record

VenueMusculoskeletal Care · 2024
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsHand and Upper Limb ClinicWestern University
FundersCanadian Institutes of Health Research
KeywordsMedicineOsteoarthritisPhysical medicine and rehabilitationPhysical therapyStiffnessAlternative medicinePathologyStructural engineeringEngineering

Abstract

fetched live from OpenAlex

INTRODUCTION: Knee OA (KOA) can lead to pain, loss of muscle strength, and changes in gait. Knee stiffness is a classic feature of KOA that can increase the risk of falls but has been understudied. OBJECTIVE: To evaluate the impact of knee stiffness, the factors influencing the severity of stiffness, and the repercussions on participation for patients with KOA. METHODS: This qualitative study used an interpretive description approach. Purposeful sampling was used for patients with KOA over 45 years of age, fluent in English, diagnosed with KOA and reported KOA stiffness within the last 6 months. Participants were recruited through social media and Ontario clinics. Semi-structured interviews were conducted over the phone or using zoom, recorded, and transcribed verbatim. Open, axial, and selective coding were used to identify clinically relevant themes. RESULTS: Twelve participants (5F, 7M) with a mean age of 60 years were included. The five themes identified include elusive and variable perceptions of joint stiffness, inactivity or too much activity exacerbates stiffness, adapting to the ebb and flow of symptoms, risk experiences and safety fears leads to reduced participation, and KOA stiffness impairs quality of life. CONCLUSION: This study highlights characteristics of knee stiffness, consequences on participation, and quality of life for people with KOA. Monitoring knee stiffness for KOA is recommended for more appropriate treatment intensity, which could improve adherence to a home programme and potentially reduce the risk of falls.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.837
Threshold uncertainty score0.665

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.011
GPT teacher head0.278
Teacher spread0.267 · 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

Citations1
Published2024
Admission routes3
Has abstractyes

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