Notably, inflammation-related markers (NLR and CRP) and transfusion-related factors exerted a substantial influence on AKI risk.<h4>Conclusion</h4>We established an interpretable, multicenter machine learning-based model with high predictive accuracy, robustness, and clinical relevance for AKI following CME. Here, CRP is linked to acute kidney injury.