In this large national cohort, severe COVID-19 risk increased with the number of risk factors present. Patients with multiple overlapping risk factors who were not vaccinated were at the highest risk for severe COVID-19. As recommendations have shifted toward risk-based clinical decision-making, identifying patients with particularly high-risk combinations of conditions is increasingly important to support targeted vaccination and timely antiviral treatment.