In defining the importance of a predictor both in terms of the absolute value and the percentage of times a non-zero estimate was seen, cardiac disease, CXR and CRP, SpO2, WBC, and eGFR were deemed important predictors of death or intubation within 7 days of hospital admission. Here, CRP is linked to heart disorder.