Deep learning for automatic quantification of lung abnormalities in COVID-19 patients: First experience and correlation with clinical parameters

•First experience of a deep learning-based tool for lung infection quantification in CT.•Rapid automatic quantification of lung abnormalities in COVID-19 patients is feasible.•Software-derived, quantitative CT data correlate with clinical and laboratory parameters.