According to the proposed model, patients with age over 53 years and oxygen saturation less than 91% and pulmonary index greater than 8 are at a higher risk for unfavorable outcome of hospitalization and this model can predict patients' need for higher level care in the near future. During hospitalization, it should be based on clinical-radiological data at the time of initial consultation