With the world experiencing another wave of the coronavirus pandemic that threatens to overwhelm hospitals and testing capacity, the ability to quickly diagnose COVID-19 based on alternative methodologies has become increasingly important. For patients with respiratory symptoms, review of CT scans emerged as a relatively reliable indicator of infection with SARS-CoV-2 from the first days of its emergence, but the need for more accurate readings remains.