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Record W2944648895

Hydrotherapy outcome measures for people with arthritis: A systematic review

2014· review· en· W2944648895 on OpenAlexaboutno aff
Peter Larmer, Jess Bell, D. O’Brien, Jordyn Dangan, Paula Kersten

Bibliographic record

VenueUniversity of Brighton Repository (University of Brighton) · 2014
Typereview
Languageen
FieldMedicine
TopicAutoimmune and Inflammatory Disorders Research
Canadian institutionsnot available
Fundersnot available
KeywordsHydrotherapyMedicinePhysical therapyOutcome (game theory)Physical medicine and rehabilitationAlternative medicineEconomics
DOInot available

Abstract

fetched live from OpenAlex

Exercise has been shown to be effective in decreasing pain, improving function and performance of activities of daily living in people with arthritis. While hydrotherapy is often suggested as an exercise intervention, there is little evidence that it is more effective than other forms of exercise. Scoping the literature identified that a large variety of outcome measures were used. This study aimed to identify the patient reported outcome measures used for assessing the effectiveness of hydrotherapy for people with arthritis. A systematic literature review was conducted following a search of the major health databases. Upon meeting the inclusion criteria each study was quality rated using a modified scoring tool. In the 24 studies identified 35 patient reported outcome measures were used: most common were the visual analogue pain scale and the Western Ontario and McMaster Universities Osteoarthritis Index. Twenty-five patient reported outcome measures were used only once. Six of the patient reported outcome measures were arthritis-specific and eight generic measures had been validated for an arthritic population. Importantly, no patient reported outcome measure had been evaluated specifically for hydrotherapy interventions. The selection of outcome measures for hydrotherapy research appears inconsistent. This may account for the lack of high quality evidence for this intervention. Further research is warranted to develop a valid, reliable and responsive outcome measure specifically for people with arthritis undertaking hydrotherapy.

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)0.007
metaresearch head score (Gemma)0.028
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.010
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.028
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0080.007
Bibliometrics0.0100.010
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.020
GPT teacher head0.259
Teacher spread0.239 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
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

Citations4
Published2014
Admission routes1
Has abstractyes

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