Considering that obtaining a definitive diagnosis with the current testing methods is difficult and time consuming, a decision tree with two predictors, namely sputum volume and the AAT/IL-10 ratio, can be useful in predicting bacterial pneumonia among patients diagnosed with CAP and facilitating the appropriate use of antibiotics. The gene discussed is IL10; the disease is bacterial pneumonia.