Simulation Modeling as a Decision Tool for Capacity Allocation in Breast Surgery

Derya Kilinc, Narges Shahraki, A. Degnim, T. Hoskin, Tiffany M. Horton, M. Sir, K. Pasupathy, E. Gel
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Abstract

Increased surgeon workload can result in prolonged access times for patients and may lead to surgeon burnout. Management of access times through investments in care capacity and hiring of providers require an understanding of the patient access times resulting from a given level of care capacity under different patient demand scenarios. We explore the effectiveness of a simulation-based framework in providing workforce planning insights. Our framework involves modeling of patient demand by considering different groups of surgical procedures, a simulation model that allows calibration of certain parameters through the use of data, and consideration of different demand and capacity scenarios to provide an understanding of the range of patient access times that can be expected over the immediate future during the time horizon. Our results show that such a simulation-based framework can help ground workforce planning and capacity investment decisions on operational data, and help healthcare institutions manage such costs.
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仿真建模作为乳腺手术容量分配的决策工具
外科医生工作量的增加会导致患者就诊时间延长,并可能导致外科医生职业倦怠。通过投资于护理能力和雇用提供者来管理就诊时间,需要了解在不同患者需求情景下给定的护理能力水平所导致的患者就诊时间。我们探讨了基于模拟的框架在提供劳动力规划见解方面的有效性。我们的框架包括通过考虑不同组的外科手术来对患者需求进行建模,通过使用数据来校准某些参数的模拟模型,以及考虑不同的需求和容量情景,以提供对患者访问时间范围的理解,这些时间范围可以在不久的将来在时间范围内预期。我们的研究结果表明,这种基于模拟的框架可以帮助地面劳动力规划和运营数据的能力投资决策,并帮助医疗机构管理此类成本。
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