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SHAP values for two patients with absence (a) and presence (b) of COVID-19 infection. The SHAP values above indicate the impact of a particular feature with a certain value in comparison to the prediction made if the feature took some baseline value. As observed in (a), the absence of pneumonia, atelectasis, and small airways disease indicates the absence of COVID-19 infection and the presence of these features in (b) indicates the presence of COVID-19 infection.
