 COVID-19 is a major public health concern, and it is important to identify risk factors associated with disease severity. The UK Biobank UKBB was used to build machine learning models to predict the risk of developing severe or fatal infections. This article was authored by Kenneth Chi-Yin Wong, Yong Xiong, Liang Ying-Yin, and others.