Intensive care uses a disproportionate quantity of US health care resources, accounting for 13% of hospital costs, 15% of hospital beds, and 4% of National Health Expenditures.1 With the COVID-19 pandemic placing tremendous strain on intensive care unit (ICU) capacity,2 optimizing critical care utilization has faced increasing scrutiny. A predictive model for ICU admission such as the one presented by Rozeboom et al3 may help hospital leadership with daily elective surgical schedule smoothing and reduce undesirable downstream effects of planned ICU admissions on emergency department diversion.