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Simulation-based optimization to improve hospital patient assignment to physicians and clinical units

机译:基于模拟的优化,改善医院患者分配给医生和临床单位

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A fundamental activity in hospital operations is patient assignment, which we define as the process of assigning hospital patients to specific physician services and clinical units based on their diagnosis. When the preferred assignment is not possible, typically due to capacity limits, hospitals often allow for overflow, which is the assignment of patients to other services and/or units. Overflow accelerates assignment, but can also reduce care quality and increase length of stay. This paper develops a discrete-event simulation model to evaluate different assignment strategies. Using a simulation-based optimization approach, we evaluate and heuristically optimize these strategies accounting for expected hospital and physician profit, care quality and patient waiting time. We apply the model using data from the University of Chicago Medical Center. We find that the strategies that use heuristically optimized designation of overflow services and units increase expected profit relative to the capacity-based strategy in which overflow patients are assigned to a service and unit with the most available capacity. We also find further improvement in the strategy that uses heuristically optimized overflow services and units as well as a holding unit that holds patients until a bed in their primary or secondary unit becomes available. Additionally, we demonstrate the effects of these strategies on other performance measures such as patient concentration, waiting time, and outcomes.
机译:医院行动中的一个基本活动是患者分配,我们将医院患者的过程定义为基于诊断的特定医师服务和临床单位的过程。当不可能的优选任务时,通常由于容量限制,医院通常允许溢出,这是患者的转让给其他服务和/或单位。溢出加速分配,但也可以降低护理品质并增加逗留时间。本文开发了一个离散事件仿真模型,可评估不同的分配策略。使用基于仿真的优化方法,我们评估和启发式优化这些策略核算预期医院和医生利润,护理品质和患者等待时间。我们使用芝加哥大学医疗中心的数据应用模型。我们发现,使用启发式优化的溢出服务和单位的策略相对于基于容量的策略增加预期的利润,其中溢出患者被分配给服务和单位的能力。我们还发现使用启发式优化的溢出服务和单位以及持有患者的持有单元的策略进一步改进,直到初级或次要单元的床可用。此外,我们展示了这些策略对其他绩效措施的影响,例如患者集中,等待时间和结果。

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