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Table 2 Top 10 features by Gini importance

From: Predicting opioid dependence from electronic health records with machine learning

Lab Test/Vital Sign Mean Gini SD Gini Case Mean Control Mean Case SD Control SD
Red blood cell distribution width 0.026 0.001 14.620 14.1 1.687 1.592
Albumin testing g/dL 0.025 0.001 3.793 3.99 0.753 0.749
Total bilirubin mg/dL 0.025 0.002 0.191 0.19 0.115 0.111
Lymphocytes percentage 0.024 0.001 25.509 22.236 10.253 10.488
Total protein g/dL 0.024 0.001 7.181 7.078 0.855 0.832
Neutrophils percentage 0.022 0.001 63.032 67.512 12.542 12.707
Phosphorus mg/dL 0.019 0.001 3.608 3.482 0.729 0.742
Absolute neutrophil count 0.019 0.001 4.826 5.566 2.396 2.674
Hemoglobin g/dL 0.018 0 12.545 12.886 2.021 2.031
Hematocrit test 0.018 0 37.164 38.05 5.851 5.892