Objective To analyze the risk factors of enteral nutrition intolerance in elderly patients with severe pneumonia(SP)in intensive care unit(ICU)and construct its prediction model.Methods A total of 140 elderly patients with severe pneumonia in ICU ward of the First Affiliated Hospital of Ningbo University from January 2021 to December 2022 were selected.According to the tolerance of enteral nutrition,they were divided into tolerance group(n=82)and intolerance group(n=58).Univariate and multivariate Logistic regression analysis was used to analyze the risk factors of enteral nutrition intolerance in elderly patients with severe pneumonia in ICU.The risk prediction model was constructed,and the receiver operating characteristic(ROC)curve was drawn to evaluate the prediction effect of the model.Results Multivariate Logistic regression analysis showed that acute gastrointestinal injury(AGI),intra-abdominal pressure(IAP),and the use of antibiotics≥2 were independent influencing factors of enteral nutrition intolerance in elderly patients with severe pneumonia in ICU(P<0.05).The Hosmer-Lemeshow goodness-of-fit test was used to evaluate the fitting effect of the equation.The area under the curve was 0.867(95%CI:0.750-0.984),the sensitivity was 87.8%,and the specificity was 85.1%.Conclusion The risk prediction model constructed in this study can effectively predict the risk of enteral nutrition intolerance in elderly patients with severe pneumonia in ICU.