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Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example

This positioning paper aims to discuss current challenges and opportunities for artificial intelligence (AI) in fungal lung disease, with a focus on chronic pulmonary aspergillosis and some supporting proof-of-concept results using lung imaging. Given the high uncertainty in fungal infection diagnos...

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Detalles Bibliográficos
Autores principales: Angelini, Elsa, Shah, Anand
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536566/
https://www.ncbi.nlm.nih.gov/pubmed/33840005
http://dx.doi.org/10.1007/s11046-021-00546-0
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author Angelini, Elsa
Shah, Anand
author_facet Angelini, Elsa
Shah, Anand
author_sort Angelini, Elsa
collection PubMed
description This positioning paper aims to discuss current challenges and opportunities for artificial intelligence (AI) in fungal lung disease, with a focus on chronic pulmonary aspergillosis and some supporting proof-of-concept results using lung imaging. Given the high uncertainty in fungal infection diagnosis and analyzing treatment response, AI could potentially have an impactful role; however, developing imaging-based machine learning raises several specific challenges. We discuss recommendations to engage the medical community in essential first steps towards fungal infection AI with gathering dedicated imaging registries, linking with non-imaging data and harmonizing image-finding annotations.
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spelling pubmed-85365662021-11-04 Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example Angelini, Elsa Shah, Anand Mycopathologia Opinion Article This positioning paper aims to discuss current challenges and opportunities for artificial intelligence (AI) in fungal lung disease, with a focus on chronic pulmonary aspergillosis and some supporting proof-of-concept results using lung imaging. Given the high uncertainty in fungal infection diagnosis and analyzing treatment response, AI could potentially have an impactful role; however, developing imaging-based machine learning raises several specific challenges. We discuss recommendations to engage the medical community in essential first steps towards fungal infection AI with gathering dedicated imaging registries, linking with non-imaging data and harmonizing image-finding annotations. Springer Netherlands 2021-04-11 2021 /pmc/articles/PMC8536566/ /pubmed/33840005 http://dx.doi.org/10.1007/s11046-021-00546-0 Text en © The Author(s) 2021 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 Opinion Article
Angelini, Elsa
Shah, Anand
Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example
title Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example
title_full Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example
title_fullStr Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example
title_full_unstemmed Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example
title_short Using Artificial Intelligence in Fungal Lung Disease: CPA CT Imaging as an Example
title_sort using artificial intelligence in fungal lung disease: cpa ct imaging as an example
topic Opinion Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536566/
https://www.ncbi.nlm.nih.gov/pubmed/33840005
http://dx.doi.org/10.1007/s11046-021-00546-0
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