Figure 3

Variable importance scores of RF, XGBoost and LR. (A)–(C) Variable importance scores of RF, XGBoost and LR, respectively. Details of these analysis methods are provided in the appendix (Additional file 3: Table S3). (D) The Venn diagram of the top 50% ranked variables in the RF, XGBoost and LR algorithm models, with 9 intersecting variables including Eos.Per, G, Ca, PLT, GLU, AST, TP, MCHC, and Crea.