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Record W7042547576

Primary Knee OA: Rethinking Intra-articular Pain Management

2023· article· en· W7042547576 on OpenAlexaboutno aff

Bibliographic record

Venuescholarworks - UTEP (The University of Texas at El Paso) · 2023
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsnot available
Fundersnot available
KeywordsOsteoarthritisQuality of life (healthcare)WOMACReferralPrimary carePDCAPatient educationRehabilitation
DOInot available

Abstract

fetched live from OpenAlex

Primary knee osteoarthritis is a common diagnosis found in people over 65 years of age. As a progressive disease, the burden on daily life is significant. Typically, patients complain of knee pain, stiffness, and swelling which worsens after prolonged sitting resulting in reduced participation in activities of daily living. Locally, many patients with symptomatic knee OA are seen at a geriatric primary care clinic in West El Paso, Texas. Current practice in the clinic was to use methylprednisolone acetate 40 mg and referral to physical therapy for patients 65 years or older when the treatment plan included an intra-articular injection. This project was undertaken to identify the optimal corticosteroid and exercise regimen for patients 65 years or older with symptomatic primary knee osteoarthritis, and then implement and evaluate the regimen. The methods for this quality improvement project use the RE-AIM Framework (Reach, Effectiveness, Adoption, Implementation, and Maintenance) which is an effective and common tool to adequately translate evidence into practice. The PDSA (Plan, Do, Study, Act) Cycle was also used to test the change that was implemented into practice. The validated pain score tool, WOMAC (Western Ontario and McMaster’s Universities Arthritis) Index was utilized to monitor patients’ pain pre- and post-intervention. The use of triamcinolone acetonide for the intra-articular injection accompanied by provider-taught land-based exercises with repeat back demonstration were two high-evidence modalities in treating knee osteoarthritis that were put into practice for this quality improvement project. A total of 13 patients met the criteria for this quality improvement intervention during a seven-week project timeline. The main findings demonstrated approximately 87.5% pain improvement with the use of a lower soluble corticosteroid. Lastly, 61% of the patients were still performing the land-based exercises at the end of the seven weeks. The dual practice change to a lower soluble corticosteroid and provider-taught exercises proved to be highly effective.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.790
Threshold uncertainty score0.931

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.011
GPT teacher head0.209
Teacher spread0.198 · 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 designOther design
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
Published2023
Admission routes1
Has abstractyes

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