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. 2024 Mar 1;14:5089. doi: 10.1038/s41598-024-51777-2

Figure 2.

Figure 2

SHAP summary plots of relative feature importance of the selected machine learning models. (A) preoperative postoperative pancreatic fistula model, (B) preoperative clinically relevant postoperative pancreatic fistula model. Plots order the features based on their importance. Each plot is made up of individual points from the training dataset with a high value being redder and a low value being bluer. POPF postoperative pancreatic fistula, PDAC pancreatic ductal adenocarcinoma, Hb hemoglobin, VFAT visceral adipose tissue index, HTN hypertension, DM diabetes mellitus, SMA.hu.b intramuscular adipose tissue index, BMI body mass index, WBC white blood cell, Cr creatinine, SHAP sharply additive explanations, CR-POPF clinically relevant postoperative pancreatic fistula, SFAT_I subcutaneous adipose tissue index.