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Top 10 predictors for IDH in the ML model. (A) Mean absolute SHAP values. (B) The SHAP summary plot shows the degree of each measurement's positive or negative effect on the prediction (x-axis). Warmer colors represent higher observed values for that measurement; cooler colors indicate lower values. For example, the higher (warmer color) the “most recent SBP,” the more the negative impact it has on the model (less chance of IDH).
