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Record W3033787634 · doi:10.1093/ndt/gfaa142.p1546

P1546UK ANNUAL THERAPY COST OF DIALYSIS WITH THE QUANTA SC+ PERSONAL HAEMODIALYSIS SYSTEM

2020· article· en· W3033787634 on OpenAlexaff
Thomas W. Ferguson, Paul Komenda, Gerard Harper, John Milad

Bibliographic record

VenueNephrology Dialysis Transplantation · 2020
Typearticle
Languageen
FieldMedicine
TopicDialysis and Renal Disease Management
Canadian institutionsUniversity of ManitobaSeven Oaks General Hospital
Fundersnot available
KeywordsMedicineDialysisHemodialysisEmergency medicineHealth careIntensive care medicineActivity-based costingMedical emergencySurgeryBusiness

Abstract

fetched live from OpenAlex

Abstract Background and Aims The number of patients receiving dialysis is increasing in the United Kingdom, costing the National Health Service (NHS) over 500 million GBP annually. New personal haemodialysis systems are being developed, such as the Quanta SC+, that are smaller and simpler to use by patients while providing the clearances of conventional systems. Increasing uptake of lower intensity assistance and full self-care dialysis may provide economic benefits to the public health payer. In addition, promotion of every other day dialysis (3.5x weekly) may improve costs to the health system by helping to close the “post-weekend effect” with increased emergency department use and hospitalisations following the long interdialytic gap. As such, we aimed to describe the annual therapy costs of using SC+ in the UK for 3x weekly and 3.5x weekly dialysis regimens, both for self-care haemodialysis provided in-centre and at home in comparison to dialysis provided with conventional machines from the perspective of the health care system. Method Cost minimisation approach. Costs for human resources, equipment, and consumables were sourced from the dialysis machine developer (Quanta Dialysis Technologies). Other costs, such as facility expenses, dialysis-related drugs, avoided emergency department and hospitalisation events, and utilities were taken from a review of the literature. Costs are provided in 2018 GBP. Results Therapy provided as self-care in-centre or full self-care at home were found to have similar costs (£33,721 in-centre versus £33,836 at home for the 3x weekly regimen). Costs increased to £37,238 for self-care in-centre and £35,557 at home for the 3.5x weekly regimen. A comparator cost of £39,416 was established for dialysis provided with conventional machines in-hospital 3x weekly. For each dialysis patient, the health care system is anticipated to save £3,666 in costs associated with excess hospital stays and £2,176 in costs associated with excess emergency department visits. Conclusion In the UK, SC+ offers cost savings when used both for self-care in-centre and full self-care at home in comparison to dialysis provided in the clinic using conventional machines.

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)0.001
metaresearch head score (Gemma)0.004
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 score0.015
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0080.001

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 head0.018
GPT teacher head0.244
Teacher spread0.226 · 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".

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Citations0
Published2020
Admission routes1
Has abstractyes

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