“…Unlike the abovementioned studies, this paper integrates the surgery durations and LOS in the ICU as the overall surgery duration, and also takes LOS into consideration. In principle, risk and uncertainty is a primary consideration in the broad context of operations management; readers are referred to Shi and Zhao ( 2010 ), Shi Katehakis, and Melamed ( 2013 ), Shi, Katehakis, et al ( 2014 ), Shi, Yue, et al ( 2014 ), Shi et al ( 2019 )), Chang et al ( 2019 ), Katehakis et al, ( 2015 , 2016 ), Shi ( 2016 ), Xiao and Shi ( 2016 ), Qi, et al ( 2015 ), Chang and Shi ( 2017 ), among many others.…”