Finally, using SHAP interaction scores, we discovered that covariate interactions between features contributed less to the predictions of the models than the independent importance of each feature (Figures S11 and S12 in Multimedia Appendix 2), except for the case of AKI, where levels of LDH, glucose, and C-reactive protein were strong covariates. This evidence concerns the gene CRP and acute kidney injury.