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Record W4402528663 · doi:10.25259/jmsr_230_2024

Effect of aquatic resistance, balance, and proprioception training on lower limb muscle performance in bilateral knee osteoarthritis

2024· article· en· W4402528663 on OpenAlexaboutno aff
Pooja Jain, Sandeep Shinde

Bibliographic record

VenueJournal of Musculoskeletal Surgery and Research · 2024
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsnot available
Fundersnot available
KeywordsProprioceptionWOMACOsteoarthritisMedicineTimed Up and Go testPhysical therapyVisual analogue scalePhysical medicine and rehabilitationBalance (ability)Rehabilitation

Abstract

fetched live from OpenAlex

Objectives: Knee osteoarthritis (KOA) leads to persistent pain, joint stiffness, and muscle weakness, significantly limiting physical activity. Treatment options include surgical interventions, non-invasive alternatives, and exercise-based therapies. Land-based training (LBE) strengthens muscles, reduces pain, and improves function. In contrast, aquatic exercise (AQE) offers comfort. The study aimed to investigate the impact of aquatic resistance, balance, and proprioception training on lower limb muscle performance in bilateral KOA patients. Methods: This randomized clinical trial included 290 participants assigned to Groups A (Control group) and B (Interventional group), with 145 participants in each group. Over eight weeks, participants engaged in both LBE and AQE. Visual analog scale (VAS), 1 repetition maximum (RM) leg press test, proprioception, timed up-and-go (TUG) test, 40-m fast-paced walk test (40 mFPWT), and Western Ontario and McMaster Universities Arthritis Index (WOMAC) were utilized to evaluate the results. Results: The results revealed highly significant improvements in both groups’ VAS and WOMAC scores ( P = 0.0001). However, when compared to Group A, Group B demonstrated significantly better outcomes in the 1RM leg press test, proprioception, TUG test, and the 40 mFPWT ( P = 0.0001). Conclusion: The study found that an eight-week aquatic training program helped alleviate pain and improved lower limb muscle performance in bilateral KOA patients.

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)0.003
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 score0.953
Threshold uncertainty score0.381

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.022
GPT teacher head0.314
Teacher spread0.292 · 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

Citations5
Published2024
Admission routes1
Has abstractyes

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