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Record W7046635977

Does the use of hyaluronic acid viscosupplementation prolong the viability of a patient's knee with oseteoarthritis, delaying the need for surgical management? A systematic review of the literature

2016· dissertation· en· W7046635977 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2016
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicSuperconducting and THz Device Technology
Canadian institutionsnot available
Fundersnot available
KeywordsViscosupplementationHyaluronic acidTotal knee arthroplastyOsteoarthritisPopulationMEDLINEArthroplastyQuality of life (healthcare)
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Osteoarthritis of the knee is a very common complaint in the aging population and a significant burden on not only the patient, causing pain, decreased mobility and a lowered quality of life, but also the healthcare system with frequent primary care visit associated with its symptoms. We investigated the use of viscosupplementation with hyaluronic acid and how long improvement was sustained, preventing the need for costly total knee arthroplasty. Methods: Using Medline (OVID) search strategy from 1946 until February 2016 was developed with they guidance of library personnel trained in research. We searched for studies that looked specifically at the amount of time that a patient would be able to continue using their knee with appropriate level of function and pain before the gold-standard of treatment via total knee arthroplasty would need to be performed. Titles and abstracts of articles were read to determine if appropriate and four articles met the inclusion criteria which meant the articles must look specifically at how long the use of viscosupplementation prevented the need for total knee arthroplasty. Results: In all four articles the time to total knee arthroplasty was increase over no treatment. In all the studies they calculated average time to total knee arthroplasty based on the point in which half the knees treated by viscosupplementation required surgical intervention. The range in these studies saw a prolongation between 370 to 919 days over the control groups which were patients whom did not receive viscosupplementation. It was also found that in patients who were considered positive responders, the more courses of viscosupplementation received, the longer the delay of surgical intervention. Conclusion: Based on the research reviewed it can be said that the use of viscosupplementation vs. no treatment or failed conservative treatment delays the need for total knee arthroplasty in patient with knee osteoarthritis. Further research must be done with more high quality studies using controls to improve the accuracy of this information. Also, further research should be done to determine if these positive results would in turn lead to savings for the Canadian healthcare system and how best to implement them.

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)0.006
metaresearch head score (Gemma)0.026
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.994
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.026
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0080.007
Bibliometrics0.0120.013
Science and technology studies0.0010.001
Scholarly communication0.0020.003
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.008
GPT teacher head0.204
Teacher spread0.196 · 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.

Study designSystematic review
DomainMethods
GenreReview

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
Published2016
Admission routes1
Has abstractyes

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