Visualization of the two-dimensional SHAP values of the test dataset. (A) Colour mapping of the two-dimensional SHAP values of the test dataset according to the LVEF values of each data item. (B) Colour mapping of the two-dimensional SHAP values of the test dataset according to the model’s predictive values for each data item. UMAP, uniform manifold approximation and projection.