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CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII

Even though radiomics can hold great potential for supporting clinical decision-making, its current use is mostly limited to academic research, without applications in routine clinical practice. The workflow of radiomics is complex due to several methodological steps and nuances, which often leads t...

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Autores principales: Kocak, Burak, Baessler, Bettina, Bakas, Spyridon, Cuocolo, Renato, Fedorov, Andrey, Maier-Hein, Lena, Mercaldo, Nathaniel, Müller, Henning, Orlhac, Fanny, Pinto dos Santos, Daniel, Stanzione, Arnaldo, Ugga, Lorenzo, Zwanenburg, Alex
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Vienna 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10160267/
https://www.ncbi.nlm.nih.gov/pubmed/37142815
http://dx.doi.org/10.1186/s13244-023-01415-8
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author Kocak, Burak
Baessler, Bettina
Bakas, Spyridon
Cuocolo, Renato
Fedorov, Andrey
Maier-Hein, Lena
Mercaldo, Nathaniel
Müller, Henning
Orlhac, Fanny
Pinto dos Santos, Daniel
Stanzione, Arnaldo
Ugga, Lorenzo
Zwanenburg, Alex
author_facet Kocak, Burak
Baessler, Bettina
Bakas, Spyridon
Cuocolo, Renato
Fedorov, Andrey
Maier-Hein, Lena
Mercaldo, Nathaniel
Müller, Henning
Orlhac, Fanny
Pinto dos Santos, Daniel
Stanzione, Arnaldo
Ugga, Lorenzo
Zwanenburg, Alex
author_sort Kocak, Burak
collection PubMed
description Even though radiomics can hold great potential for supporting clinical decision-making, its current use is mostly limited to academic research, without applications in routine clinical practice. The workflow of radiomics is complex due to several methodological steps and nuances, which often leads to inadequate reporting and evaluation, and poor reproducibility. Available reporting guidelines and checklists for artificial intelligence and predictive modeling include relevant good practices, but they are not tailored to radiomic research. There is a clear need for a complete radiomics checklist for study planning, manuscript writing, and evaluation during the review process to facilitate the repeatability and reproducibility of studies. We here present a documentation standard for radiomic research that can guide authors and reviewers. Our motivation is to improve the quality and reliability and, in turn, the reproducibility of radiomic research. We name the checklist CLEAR (CheckList for EvaluAtion of Radiomics research), to convey the idea of being more transparent. With its 58 items, the CLEAR checklist should be considered a standardization tool providing the minimum requirements for presenting clinical radiomics research. In addition to a dynamic online version of the checklist, a public repository has also been set up to allow the radiomics community to comment on the checklist items and adapt the checklist for future versions. Prepared and revised by an international group of experts using a modified Delphi method, we hope the CLEAR checklist will serve well as a single and complete scientific documentation tool for authors and reviewers to improve the radiomics literature. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13244-023-01415-8.
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spelling pubmed-101602672023-05-06 CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII Kocak, Burak Baessler, Bettina Bakas, Spyridon Cuocolo, Renato Fedorov, Andrey Maier-Hein, Lena Mercaldo, Nathaniel Müller, Henning Orlhac, Fanny Pinto dos Santos, Daniel Stanzione, Arnaldo Ugga, Lorenzo Zwanenburg, Alex Insights Imaging Guideline Even though radiomics can hold great potential for supporting clinical decision-making, its current use is mostly limited to academic research, without applications in routine clinical practice. The workflow of radiomics is complex due to several methodological steps and nuances, which often leads to inadequate reporting and evaluation, and poor reproducibility. Available reporting guidelines and checklists for artificial intelligence and predictive modeling include relevant good practices, but they are not tailored to radiomic research. There is a clear need for a complete radiomics checklist for study planning, manuscript writing, and evaluation during the review process to facilitate the repeatability and reproducibility of studies. We here present a documentation standard for radiomic research that can guide authors and reviewers. Our motivation is to improve the quality and reliability and, in turn, the reproducibility of radiomic research. We name the checklist CLEAR (CheckList for EvaluAtion of Radiomics research), to convey the idea of being more transparent. With its 58 items, the CLEAR checklist should be considered a standardization tool providing the minimum requirements for presenting clinical radiomics research. In addition to a dynamic online version of the checklist, a public repository has also been set up to allow the radiomics community to comment on the checklist items and adapt the checklist for future versions. Prepared and revised by an international group of experts using a modified Delphi method, we hope the CLEAR checklist will serve well as a single and complete scientific documentation tool for authors and reviewers to improve the radiomics literature. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13244-023-01415-8. Springer Vienna 2023-05-04 /pmc/articles/PMC10160267/ /pubmed/37142815 http://dx.doi.org/10.1186/s13244-023-01415-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits 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/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Guideline
Kocak, Burak
Baessler, Bettina
Bakas, Spyridon
Cuocolo, Renato
Fedorov, Andrey
Maier-Hein, Lena
Mercaldo, Nathaniel
Müller, Henning
Orlhac, Fanny
Pinto dos Santos, Daniel
Stanzione, Arnaldo
Ugga, Lorenzo
Zwanenburg, Alex
CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII
title CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII
title_full CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII
title_fullStr CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII
title_full_unstemmed CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII
title_short CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII
title_sort checklist for evaluation of radiomics research (clear): a step-by-step reporting guideline for authors and reviewers endorsed by esr and eusomii
topic Guideline
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10160267/
https://www.ncbi.nlm.nih.gov/pubmed/37142815
http://dx.doi.org/10.1186/s13244-023-01415-8
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