Automated diagnosis and prognosis of COVID-19 pneumonia from initial ER chest X-rays using deep learning

Abstract

The deep learning algorithm provides an accurate and interpretable assessment of the disease burden in COVID-19 pneumonia on chest radiographs. The reported severity scores correlate with expert assessment and accurately predicts important clinical outcomes. The algorithm contributes additional prognostic information not currently incorporated into patient management.