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10.1109/JBHI.2021.3069169

http://scihub22266oqcxt.onion/10.1109/JBHI.2021.3069169
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33769939!8545163!33769939
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suck abstract from ncbi


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pmid33769939      IEEE+J+Biomed+Health+Inform 2021 ; 25 (6): 1892-1903
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  • COVID-19 in CXR: From Detection and Severity Scoring to Patient Disease Monitoring #MMPMID33769939
  • Frid-Adar M; Amer R; Gozes O; Nassar J; Greenspan H
  • IEEE J Biomed Health Inform 2021[Jun]; 25 (6): 1892-1903 PMID33769939show ga
  • This work estimates the severity of pneumonia in COVID-19 patients and reports the findings of a longitudinal study of disease progression. It presents a deep learning model for simultaneous detection and localization of pneumonia in chest Xray (CXR) images, which is shown to generalize to COVID-19 pneumonia. The localization maps are utilized to calculate a "Pneumonia Ratio" which indicates disease severity. The assessment of disease severity serves to build a temporal disease extent profile for hospitalized patients. To validate the model's applicability to the patient monitoring task, we developed a validation strategy which involves a synthesis of Digital Reconstructed Radiographs (DRRs - synthetic Xray) from serial CT scans; we then compared the disease progression profiles that were generated from the DRRs to those that were generated from CT volumes.
  • |*Radiography, Thoracic[MESH]
  • |COVID-19/*diagnostic imaging/*pathology/virology[MESH]
  • |Case-Control Studies[MESH]
  • |Humans[MESH]
  • |Monitoring, Physiologic/*methods[MESH]
  • |Pneumonia, Viral/*diagnostic imaging/pathology/virology[MESH]
  • |SARS-CoV-2/isolation & purification[MESH]


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