[24] using chest radiographs to classify COVID-19 severity into 5 categories (0 to IV) according to the number and presence of different radiological signs attributed to COVID-19, such as vascular shadowing, interstitial thickening, alveolar opacities, consolidation, pleural effusion, and hilar enlargement.