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dc.contributor.authorLi, Dongguang
dc.contributor.authorLi, Shaoguang
dc.date2022-08-11T08:08:11.000
dc.date.accessioned2022-08-23T15:45:38Z
dc.date.available2022-08-23T15:45:38Z
dc.date.issued2022-04-15
dc.date.submitted2022-04-07
dc.identifier.citation<p>Li D, Li S. An artificial intelligence deep learning platform achieves high diagnostic accuracy for Covid-19 pneumonia by reading chest X-ray images. iScience. 2022 Apr 15;25(4):104031. doi: 10.1016/j.isci.2022.104031. Epub 2022 Mar 6. PMID: 35280932; PMCID: PMC8898091. <a href="https://doi.org/10.1016/j.isci.2022.104031">Link to article on publisher's site</a></p>
dc.identifier.issn2589-0042 (Linking)
dc.identifier.doi10.1016/j.isci.2022.104031
dc.identifier.pmid35280932
dc.identifier.urihttp://hdl.handle.net/20.500.14038/27574
dc.description.abstractThe coronavirus disease of 2019 (Covid-19) causes deadly lung infections (pneumonia). Accurate clinical diagnosis of Covid-19 is essential for guiding treatment. Covid-19 RNA test does not reflect clinical features and severity of the disease. Pneumonia in Covid-19 patients could be caused by non-Covid-19 organisms and distinguishing Covid-19 pneumonia from non-Covid-19 pneumonia is critical. Chest X-ray detects pneumonia, but a high diagnostic accuracy is difficult to achieve. We develop an artificial intelligence-based (AI) deep learning method with a high diagnostic accuracy for Covid-19 pneumonia. We analyzed 10,182 chest X-ray images of healthy individuals, bacterial pneumonia. and viral pneumonia (Covid-19 and non-Covid-19) to build and test AI models. Among viral pneumonia, diagnostic accuracy for Covid-19 reaches 99.95%. High diagnostic accuracy is also achieved for distinguishing Covid-19 pneumonia from bacterial pneumonia (99.85% accuracy) or normal lung images (100% accuracy). Our AI models are accurate for clinical diagnosis of Covid-19 pneumonia by reading solely chest X-ray images.
dc.language.isoen_US
dc.relation<p><a href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=pubmed&cmd=Retrieve&list_uids=35280932&dopt=Abstract">Link to Article in PubMed</a></p>
dc.rightsCopyright © 2022 The Authors. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectArtificial intelligence
dc.subjectRadiology
dc.subjectVirology
dc.subjectArtificial Intelligence and Robotics
dc.subjectDiagnosis
dc.subjectHealth Information Technology
dc.subjectInfectious Disease
dc.subjectRadiology
dc.subjectVirus Diseases
dc.titleAn artificial intelligence deep learning platform achieves high diagnostic accuracy for Covid-19 pneumonia by reading chest X-ray images
dc.typeArticle
dc.source.journaltitleiScience
dc.source.volume25
dc.source.issue4
dc.identifier.legacyfulltexthttps://escholarship.umassmed.edu/cgi/viewcontent.cgi?article=1382&amp;context=covid19&amp;unstamped=1
dc.identifier.legacycoverpagehttps://escholarship.umassmed.edu/covid19/374
dc.identifier.contextkey28518637
refterms.dateFOA2022-08-23T15:45:38Z
html.description.abstract<p>The coronavirus disease of 2019 (Covid-19) causes deadly lung infections (pneumonia). Accurate clinical diagnosis of Covid-19 is essential for guiding treatment. Covid-19 RNA test does not reflect clinical features and severity of the disease. Pneumonia in Covid-19 patients could be caused by non-Covid-19 organisms and distinguishing Covid-19 pneumonia from non-Covid-19 pneumonia is critical. Chest X-ray detects pneumonia, but a high diagnostic accuracy is difficult to achieve. We develop an artificial intelligence-based (AI) deep learning method with a high diagnostic accuracy for Covid-19 pneumonia. We analyzed 10,182 chest X-ray images of healthy individuals, bacterial pneumonia. and viral pneumonia (Covid-19 and non-Covid-19) to build and test AI models. Among viral pneumonia, diagnostic accuracy for Covid-19 reaches 99.95%. High diagnostic accuracy is also achieved for distinguishing Covid-19 pneumonia from bacterial pneumonia (99.85% accuracy) or normal lung images (100% accuracy). Our AI models are accurate for clinical diagnosis of Covid-19 pneumonia by reading solely chest X-ray images.</p>
dc.identifier.submissionpathcovid19/374
dc.contributor.departmentDivision of Hematology Oncology, Department of Medicine
dc.source.pages104031


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Copyright © 2022 The Authors. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Except where otherwise noted, this item's license is described as Copyright © 2022 The Authors. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).