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A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R

Applied cost-effectiveness analysis models are an important tool for assessing health and economic effects of healthcare interventions but are not best suited for illustrating methods. Our objective is to provide a simple, open-source model for the simulation of disease-screening cost-effectiveness...

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Autores principales: Lin, Yi-Shu, O’Mahony, James F, van Rosmalen, Joost
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333156/
https://www.ncbi.nlm.nih.gov/pubmed/37261616
http://dx.doi.org/10.1007/s41669-023-00414-1
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author Lin, Yi-Shu
O’Mahony, James F
van Rosmalen, Joost
author_facet Lin, Yi-Shu
O’Mahony, James F
van Rosmalen, Joost
author_sort Lin, Yi-Shu
collection PubMed
description Applied cost-effectiveness analysis models are an important tool for assessing health and economic effects of healthcare interventions but are not best suited for illustrating methods. Our objective is to provide a simple, open-source model for the simulation of disease-screening cost-effectiveness for teaching and research purposes. We introduce our model and provide an initial application to examine changes to the efficiency frontier as input parameters vary and to demonstrate face validity. We described a vectorised, discrete-event simulation of screening in R with an Excel interface to define parameters and inspect principal results. An R Shiny app permits dynamic interpretation of simulation outputs. An example with 8161 screening strategies illustrates the cost and effectiveness of varying the disease sojourn time, treatment effectiveness, and test performance characteristics and costs on screening policies. Many of our findings are intuitive and straightforward, such as a reduction in screening costs leading to decreased overall costs and improved cost-effectiveness. Others are less obvious and depend on whether we consider gross outcomes or those net to no screening. For instance, enhanced treatment of symptomatic disease increases gross effectiveness, but reduces the net effectiveness and cost-effectiveness of screening. A lengthening of the preclinical sojourn time has ambiguous effects relative to no screening, as cost-effectiveness improves for some strategies but deteriorates for others. Our simple model offers an accessible platform for methods research and teaching. We hope it will serve as a public good and promote an intuitive understanding of the cost-effectiveness of screening.
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spelling pubmed-103331562023-07-12 A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R Lin, Yi-Shu O’Mahony, James F van Rosmalen, Joost Pharmacoecon Open Practical Application Applied cost-effectiveness analysis models are an important tool for assessing health and economic effects of healthcare interventions but are not best suited for illustrating methods. Our objective is to provide a simple, open-source model for the simulation of disease-screening cost-effectiveness for teaching and research purposes. We introduce our model and provide an initial application to examine changes to the efficiency frontier as input parameters vary and to demonstrate face validity. We described a vectorised, discrete-event simulation of screening in R with an Excel interface to define parameters and inspect principal results. An R Shiny app permits dynamic interpretation of simulation outputs. An example with 8161 screening strategies illustrates the cost and effectiveness of varying the disease sojourn time, treatment effectiveness, and test performance characteristics and costs on screening policies. Many of our findings are intuitive and straightforward, such as a reduction in screening costs leading to decreased overall costs and improved cost-effectiveness. Others are less obvious and depend on whether we consider gross outcomes or those net to no screening. For instance, enhanced treatment of symptomatic disease increases gross effectiveness, but reduces the net effectiveness and cost-effectiveness of screening. A lengthening of the preclinical sojourn time has ambiguous effects relative to no screening, as cost-effectiveness improves for some strategies but deteriorates for others. Our simple model offers an accessible platform for methods research and teaching. We hope it will serve as a public good and promote an intuitive understanding of the cost-effectiveness of screening. Springer International Publishing 2023-06-01 /pmc/articles/PMC10333156/ /pubmed/37261616 http://dx.doi.org/10.1007/s41669-023-00414-1 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by-nc/4.0/Open AccessThis article is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License, which permits any non-commercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Practical Application
Lin, Yi-Shu
O’Mahony, James F
van Rosmalen, Joost
A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R
title A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R
title_full A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R
title_fullStr A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R
title_full_unstemmed A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R
title_short A Simple Cost-Effectiveness Model of Screening: An Open-Source Teaching and Research Tool Coded in R
title_sort simple cost-effectiveness model of screening: an open-source teaching and research tool coded in r
topic Practical Application
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333156/
https://www.ncbi.nlm.nih.gov/pubmed/37261616
http://dx.doi.org/10.1007/s41669-023-00414-1
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