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. 2024 Oct 16;11:1435738. doi: 10.3389/fcvm.2024.1435738

Table 4.

Mean absolute SHAP values & overall % contributions.

For CVD Prediction For VD Deficiency Prediction
Features SHAP Scores % Scores Features SHAP Scores % Scores
SBP 0.2974 35.1 SBP 0.0690 19.0
DBP 0.1630 19.2 GLU 0.0326 9.0
age 0.0786 9.3 DBP 0.0322 8.9
WHR 0.0446 5.3 BMI 0.0306 8.4
BMI 0.0376 4.4 CVD 0.0292 8.0
INS 0.0330 3.9 TG 0.0192 5.3
GLU 0.0297 3.5 TC 0.0187 5.2
Acitivity_3 0.0250 3.0 HDL 0.0182 5.0
VD_Deficiency 0.0238 2.8 age 0.0178 4.9
Acitivity_1 0.0228 2.7 INS 0.0161 4.4
TG 0.0179 2.1 gender_1 0.0122 3.4
T2DM 0.0159 1.9 Activity_1 0.0121 3.3
VD_Insufficiency 0.0117 1.4 WHR 0.0112 3.1
HDL 0.0086 1.0 Activity_3 0.0088 2.4
gender_1 0.0074 0.9 high-fat 0.0082 2.3