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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2021
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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. |
format | Online Article Text |
id | pubmed-8536566 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
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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