Background A model which can early and sensitively identify poor clinical outcome in short-term and long-term could be a useful tool to help physicians to assess the severity of the dis-ease and early onset of therapeutic measures would be implemented in order to improve the prognosis of sepsis patients. This present study aimed to develop early predictive models for clinical outcomes based on a public database. Methods In the Medical Information Mart for Intensive Care-Ⅲ (MIMIC-Ⅲ)database,patients with severe sepsis or septic shock were incl...