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Value and prognostic impact of a deep learning segmentation model of COVID-19 lung lesions on low-dose chest CT.

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第一作者： Axel,Bartoli

第一单位： Department of Radiology, Hôpital de la Timone Adultes, AP-HM. 264, rue Saint-Pierre, 13385 Marseille Cedex 05, France.;CRMBM - UMR CNRS 7339, Medical Faculty, Aix-Marseille University, 27, Boulevard Jean Moulin, 13385 Marseille Cedex 05, France.

作者： Axel,Bartoli ^[1] ; Joris,Fournel ^[1] ; Arnaud,Maurin ^[2] ; Baptiste,Marchi ^[2] ; Paul,Habert ^[3] ; Maxime,Castelli ^[2] ; Jean-Yves,Gaubert ^[3] ; Sebastien,Cortaredona ^[4] ; Jean-Christophe,Lagier ^[5] ; Matthieu,Million ^[5] ; Didier,Raoult ^[5] ; Badih,Ghattas ^[6] ; Alexis,Jacquier ^[1]

作者单位： Department of Radiology, Hôpital de la Timone Adultes, AP-HM. 264, rue Saint-Pierre, 13385 Marseille Cedex 05, France.;CRMBM - UMR CNRS 7339, Medical Faculty, Aix-Marseille University, 27, Boulevard Jean Moulin, 13385 Marseille Cedex 05, France. ^[1] Department of Radiology, Hôpital de la Timone Adultes, AP-HM. 264, rue Saint-Pierre, 13385 Marseille Cedex 05, France. ^[2] Department of Radiology, Hôpital de la Timone Adultes, AP-HM. 264, rue Saint-Pierre, 13385 Marseille Cedex 05, France.;LIEE, Medical Faculty, Aix-Marseille University, 27, Boulevard Jean Moulin, 13385 Marseille Cedex 05, France.;CERIMED, Medical Faculty, Aix-Marseille University, 27, Boulevard Jean Moulin, 13385 Marseille Cedex 05, France. ^[3] Institut Hospitalo-Universitaire Méditerannée Infection, 19-21 boulevard Jean Moulin, 13005, Marseille, France.;IRD, VITROME, Institut Hospitalo-Universitaire Méditerannée Infection, 19-21 boulevard Jean Moulin, 13005, Marseille, France. ^[4] Institut Hospitalo-Universitaire Méditerannée Infection, 19-21 boulevard Jean Moulin, 13005, Marseille, France.;IRD, MEPHI, Institut Hospitalo-Universitaire Méditerannée Infection, 19-21 boulevard Jean Moulin, 13005, Marseille, France. ^[5] I2M - UMR CNRS 7373, Aix-Marseille University. CNRS, Centrale Marseille, 13453 Marseille, France. ^[6]

关键词 ACE, angiotensin-converting enzyme Artificial intelligence BMI, body mass index CNN, convolutional neural network COVID-19 COVID-19, coronavirus disease 2019 CT-SS, chest tomography severity score Cons, consolidation DL, deep learning DSC, Dice similarity coefficient Deep learning Diagnostic imaging GGO, ground-glass opacity ICU, intensive care unit LDCT, low-dose computed tomography MAE, mean absolute error MVSF, mean volume similarity fraction Multidetector computed tomography ROC, receiver operating characteristic

DOI 10.1016/j.redii.2022.100003

PMID 37520010

发布时间 2023-10-20

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Value and prognostic impact of a deep learning segmentation model of COVID-19 lung lesions on low-dose chest CT.

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Value and prognostic impact of a deep learning segmentation model of COVID-19 lung lesions on low-dose chest CT.

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