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Record W2810364849 · doi:10.1080/09638288.2018.1459879

Assessing the impact of a home-based stroke rehabilitation programme: a cost-effectiveness study

2018· article· en· W2810364849 on OpenAlexafffund
Laura Allen, Ava John‐Baptiste, Matthew J. Meyer, Marina Richardson, Mark Speechley, David Ure, Maureen Markle‐Reid, Robert Teasell

Bibliographic record

VenueDisability and Rehabilitation · 2018
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsSt Joseph's Health CareParkwood InstituteMcMaster UniversityLawson Health Research InstituteWestern University
FundersOntario Stroke Network
KeywordsRehabilitationStroke (engine)MedicinePhysical medicine and rehabilitationPhysical therapyCost effectivenessStroke recoveryCohortRisk analysis (engineering)

Abstract

fetched live from OpenAlex

Background: Stroke is often a severe and debilitating event that requires ongoing rehabilitation. The Community Stroke Rehabilitation Teams (CSRTs) offer home-based stroke rehabilitation to individuals for whom further therapy is unavailable or inaccessible. The objective of this study was to evaluate the cost-effectiveness of the CSRT programme compared with a “Usual Care” cohort.Methods: We collected data on CSRT clients from January 2012 to February 2013. Comparator data were derived from a study of stroke survivors with limited access to specialised stroke rehabilitation. Literature-derived values were used to inform a long-term projection. Using Markov modelling, we projected the model for 35 years in six-month cycles. One-way, two-way, and probabilistic sensitivity analyses were performed. Results were discounted at 3% per year.Results: Results demonstrated that the CSRT programme has a net monetary benefit (NMB) of $43,655 over Usual Care, and is both less costly and more effective (incremental cost = −$17,255; incremental effect = 1.65 Quality Adjusted Life Years [QALYs]). Results of the probabilistic sensitivity analysis revealed that incremental cost-effectiveness of the CSRT programme is superior in 100% of iterations when compared to Usual Care.Conclusions: The study shows that CSRT model of care is cost-effective, and should be considered when evaluating potential stroke rehabilitation delivery methods.Implications for RehabilitationOngoing rehabilitation following stroke is imperative for optimal recovery.Home-based specialised stroke rehabilitation may be an option for individuals for whom ongoing rehabilitation is unavailable or inaccessible.The results of this study demonstrated that home-based rehabilitation is a cost-effective means of providing ongoing rehabilitation to individuals who have experienced a stroke.

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)0.011
metaresearch head score (Gemma)0.029
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.057

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.029
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.007
Bibliometrics0.0020.002
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0020.002
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 head0.034
GPT teacher head0.397
Teacher spread0.364 · 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 designObservational
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

Citations46
Published2018
Admission routes2
Has abstractyes

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