An Interpretable Model-Based Prediction of Severity and Crucial Factors in Patients with COVID-19

Figure 3

The contribution of various features to the prediction model. The features are listed in descending order according to their contribution to the prediction of a patient becoming severe or critically ill. (a) The importance of features measured by the mean absolute Shapley values according to their contribution. (b) The combination of feature importance and feature effects. The color shows the value of the features from high to low. The horizontal location shows whether the effect of that value caused a higher or lower prediction. Each point is a Shapley value for a feature and an instance.

(a)

(b)