Bar Plot from Scientific Research

Mean absolute SHAP values 20 computed for all individual predictors used in the full XGBoost model. A higher value indicates a higher average impact of the predictor. The top 20 most important predictors are shown for clarity. The error bars indicate 95% CIs computed using bootstrapping (some uncertainty estimates are very small). HMG CoA, -hydroxy -methylglutaryl coenzyme; A, Coxibs, cox-2 inhibitors.

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