Clinical biomarkers such as C-reactive protein (CRP), ferritin, and Neutrophil-to-Lymphocyte Ratio (NLR) provide systemic insights into inflammation and immune responses, while chest X-ray images visualize respiratory pathology, including ground-glass opacities and consolidations commonly observed in COVID-19 patients [6,7,8]. Here, CRP is linked to COVID-19.