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An approach for improving the quality of country-level TB modelling

Mathematical modelling is increasingly used to inform budgeting and strategic decision-making by national TB programmes. Despite the importance of these decisions, there is currently no mechanism to review and confirm the appropriateness of modelling analyses. We have developed a benchmarking, repor...

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Autores principales: McQuaid, C. F., Clarkson, M. C., Bellerose, M., Floyd, K., White, R. G., Menzies, N. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union Against Tuberculosis and Lung Disease 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327628/
https://www.ncbi.nlm.nih.gov/pubmed/34330345
http://dx.doi.org/10.5588/ijtld.21.0127
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author McQuaid, C. F.
Clarkson, M. C.
Bellerose, M.
Floyd, K.
White, R. G.
Menzies, N. A.
author_facet McQuaid, C. F.
Clarkson, M. C.
Bellerose, M.
Floyd, K.
White, R. G.
Menzies, N. A.
author_sort McQuaid, C. F.
collection PubMed
description Mathematical modelling is increasingly used to inform budgeting and strategic decision-making by national TB programmes. Despite the importance of these decisions, there is currently no mechanism to review and confirm the appropriateness of modelling analyses. We have developed a benchmarking, reporting, and review (BRR) approach and accompanying tools to allow constructive review of country-level TB modelling applications. This approach has been piloted in five modelling applications and the results of this study have been used to revise and finalise the approach. The BRR approach consists of 1) quantitative benchmarks against which model assumptions and results can be compared, 2) standardised reporting templates and review criteria, and 3) a multi-stage review process providing feedback to modellers during the application, as well as a summary evaluation after completion. During the pilot, use of the tools prompted important changes in the approaches taken to modelling. The pilot also identified issues beyond the scope of a review mechanism, such as a lack of empirical evidence and capacity constraints. This approach provides independent evaluation of the appropriateness of modelling decisions during the course of an application, allowing meaningful changes to be made before results are used to inform decision-making. The use of these tools can improve the quality and transparency of country-level TB modelling applications.
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spelling pubmed-83276282021-08-06 An approach for improving the quality of country-level TB modelling McQuaid, C. F. Clarkson, M. C. Bellerose, M. Floyd, K. White, R. G. Menzies, N. A. Int J Tuberc Lung Dis State of the Art Mathematical modelling is increasingly used to inform budgeting and strategic decision-making by national TB programmes. Despite the importance of these decisions, there is currently no mechanism to review and confirm the appropriateness of modelling analyses. We have developed a benchmarking, reporting, and review (BRR) approach and accompanying tools to allow constructive review of country-level TB modelling applications. This approach has been piloted in five modelling applications and the results of this study have been used to revise and finalise the approach. The BRR approach consists of 1) quantitative benchmarks against which model assumptions and results can be compared, 2) standardised reporting templates and review criteria, and 3) a multi-stage review process providing feedback to modellers during the application, as well as a summary evaluation after completion. During the pilot, use of the tools prompted important changes in the approaches taken to modelling. The pilot also identified issues beyond the scope of a review mechanism, such as a lack of empirical evidence and capacity constraints. This approach provides independent evaluation of the appropriateness of modelling decisions during the course of an application, allowing meaningful changes to be made before results are used to inform decision-making. The use of these tools can improve the quality and transparency of country-level TB modelling applications. International Union Against Tuberculosis and Lung Disease 2021-08-01 2021-08-01 /pmc/articles/PMC8327628/ /pubmed/34330345 http://dx.doi.org/10.5588/ijtld.21.0127 Text en © 2021 The Union https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (http://creativecommons.org/licenses/by/4.0 (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited.
spellingShingle State of the Art
McQuaid, C. F.
Clarkson, M. C.
Bellerose, M.
Floyd, K.
White, R. G.
Menzies, N. A.
An approach for improving the quality of country-level TB modelling
title An approach for improving the quality of country-level TB modelling
title_full An approach for improving the quality of country-level TB modelling
title_fullStr An approach for improving the quality of country-level TB modelling
title_full_unstemmed An approach for improving the quality of country-level TB modelling
title_short An approach for improving the quality of country-level TB modelling
title_sort approach for improving the quality of country-level tb modelling
topic State of the Art
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327628/
https://www.ncbi.nlm.nih.gov/pubmed/34330345
http://dx.doi.org/10.5588/ijtld.21.0127
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