In conclusion, CHANeL prediction models based on serial measurements of CRP, ANC, and ALC during first 3 days of hospitalization, along with age and hypertension, provide an accurate estimate of the risk of supplement oxygen requirement among hospitalized patients with COVID-19. Here, CRP is linked to Hypertension.