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This article discusses the use of SHAP diagrams to analyze the variables that contribute to the prediction of infection in patients. The study found that RDW-SD, lymphocytes, and neutrophils were the most important variables in predicting infection. The article also includes force diagrams to show how these variables affect the results in different scenarios.