SHAP analysis showed that SOFA score had the greatest influence on cognitive impairment, followed by age, APACHE II score, IL-10, and years of education.<h4>Conclusion</h4>Using SHAP analysis, the RF model provided clear insights into the key factors contributing to the model's prediction of cognitive impairment after sepsis. This evidence concerns the gene IL10 and Cognitive impairment.