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Record W4353060778 · doi:10.3138/ptc-2022-0016

Cost-Effectiveness of Physiotherapy Services for Chronic Condition Management: A Systematic Review of Economic Evaluations Conducted Alongside Randomized Controlled Trials

2023· review· en· W4353060778 on OpenAlexaffvenue
Jenna Smith‐Turchyn, Julie Richardson, Susanne Sinclair, Ying Xu, Silvana Choo, Janelle Gravesande, Aiping Lai, Elyse Letts, Muhib Masrur, Ashley Morgan, Celeste Petrusevski, Holly Edward, Feng Xie

Bibliographic record

VenuePhysiotherapy Canada · 2023
Typereview
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsImpactUniversity of TorontoMcMaster University
Fundersnot available
KeywordsMedicineRandomized controlled trialPhysical therapyCost effectivenessPsychological interventionEconomic evaluationSystematic reviewData extractionIntervention (counseling)MEDLINEPhysical medicine and rehabilitationSurgeryNursingRisk analysis (engineering)

Abstract

fetched live from OpenAlex

Purpose: To determine the cost-effectiveness of physiotherapy (PT) to manage individuals with chronic conditions. Method: Design: Systematic review of randomized controlled trials (RCTs). Eligibility: RCTs with adult participants diagnosed with ≥1 chronic condition, an intervention delivered or supervised by a physiotherapist, including an economic evaluation of the intervention provided. Procedure: Eight databases were searched. Title/abstract screening, full-text review, and data extraction were performed in duplicate. The quality of included studies was assessed using Cochrane's Risk of Bias Assessment 2.0. Results: Fifty-three articles were included in this review. Fifteen compared PT to no PT; 38 compared novel PT to conventional PT. Of the studies comparing PT to no PT, 53% found PT to be cost-effective. Of the studies comparing novel to conventional PT, 55% found novel interventions were cost-effective. Overall, PT was cost-effective in most studies related to arthritis, chronic low back pain, and chronic neck pain. The heterogeneity of study characteristics limited the ability to perform a meta-analysis. Conclusions: Over half of included studies reported PT to be cost-effective. Future high quality RCTs performing rigorous economic evaluations are needed to determine the cost-effectiveness of different interventions delivered or supervised by a PT to prevent disability for those with chronic conditions.

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)0.041
metaresearch head score (Gemma)0.159
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 score0.041
Threshold uncertainty score0.217

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0410.159
Meta-epidemiology (narrow)0.0030.002
Meta-epidemiology (broad)0.0200.019
Bibliometrics0.0170.016
Science and technology studies0.0010.001
Scholarly communication0.0060.004
Open science0.0020.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0050.000

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 head0.050
GPT teacher head0.449
Teacher spread0.399 · 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

Citations6
Published2023
Admission routes2
Has abstractyes

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