The COVID-19 pandemic still poses major challenges in crisis management to governments and health systems. Epidemiologic models play a critical role in this effort, supporting policymakers by predicting future infection progression and hospitalization rates. A key challenge here is to determine non-measurable epidemiological states such as susceptibility to infection in real time.