Based on the RF model, the importance scores of independent influencing factors for the clinical efficacy of BAL in the treatment of severe pneumonia were calculated, and the importance ranking was as follows: PaO2, PCT, age, PaCO2, CRP, and comorbid COPD (Figure 5). Here, CRP is linked to chronic obstructive pulmonary disease.