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We further present the impact of patient influx scenarios on day-by-day healthcare system utilization. We provide an accompanying R software package. The proposed model accurately predicts total and critical-care hospital utilization. The model enables evaluating impacts of patient influx scenarios on utilization, accounting for the state of currently hospitalized patients and characteristics of incoming patients. We show that accurate hospital-load predictions were possible using only a patient's age, sex, and day-by-day clinical state