RETRACTED: Deep learning system to screen coronavirus disease 2019 pneumonia (Retracted Article)

被引:175
|
作者
Butt, Charmaine [1 ]
Gill, Jagpal [1 ]
Chun, David [2 ]
Babu, Benson A. [1 ,2 ]
机构
[1] St Johns Episcopal Hosp, New York, NY 11691 USA
[2] Glen Cove Northwell Hlth, Glen Cove, NY 11542 USA
关键词
Pandemic; Viral pneumonias; Convolutional neural networks; Deep learing;
D O I
10.1007/s10489-020-01714-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Radiographic patterns on CT chest scans have shown higher sensitivity and specificity compared to RT-PCR detection of COVID-19 which, according to the WHO has a relatively low positive detection rate in the early stages. We technically review a study that compared multiple convolutional neural network (CNN) models to classify CT samples with COVID-19, Influenza viral pneumonia, or no-infection. We compare this mentioned study with one that is developed on existing 2D and 3D deep-learning models, combining them with the latest clinical understanding, and achieved an AUC of 0.996 (95%CI: 0.989-1.00) for Coronavirus vs Non-coronavirus cases per thoracic CT studies. They calculated a sensitivity of 98.2% and a specificity of 92.2%.
引用
收藏
页码:4874 / 4874
页数:1
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