Facilitating standardized COVID-19 suspicion prediction based on computed tomography radiomics in a multi-demographic setting.
Yeshaswini NagarajGonda de JongeAnna AndreychenkoGabriele PrestiMatthias A FinkNikolay PavlovCarlo C QuattrocchiSergey MorozovRaymond VeldhuisMatthijs OudkerkPeter M A van OoijenPublished in: European radiology (2022)
• Automatic CO-RADS scoring of large-scale multi-demographic chest CTs with mean AUC of 0.93 ± 0.04. • Validation procedure resembles TRIPOD 2b and 3 categories, enhancing the quality of experimental design to test the cross-dataset domain shift between institutions aiding clinical integration. • Identification of COVID-19 pneumonia in the presence of community-acquired pneumonia and other comorbidities with an AUC of 0.92.