In this study, we analyzed the difference of clinical features between pneumonia and non-pneumonia among AFRI patients in fever clinics and developed a DRC model comprised of three items, including dyspnea, respiration rates > 20 /min, and CRP > 20 mg/l, for pneumonia prediction. This evidence concerns the gene CRP and susceptibility to pneumonia measurement.