COVID-19 has vexed researchers, physicians and public health authorities since its emergence with an unexpectedly rapid rate of mutation. In addition to requiring constant adjustment of therapeutics and repeated vaccinations, the ever-changing virus has rapidly made scores of prognostic models irrelevant within months of development. Feinstein researchers appear to have met the challenge with an auto-updating model that predicts 28-day survival in patients hospitalized with COVID-19.