CRP and COVID-19: Our second application uses data from Peterson [21] and Windham et al. [22] which modeled the risk of intubation for hospitalized patients infected with COVID-19 based on patient characteristics including C-reactive protein (CRP) levels, age, body mass index (BMI), race, sex, lactate dehydrogenase, and additional clinical measures.