A Newsvendor Approach to Design of Surgical Preference Cards

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Berk Görgülü, Vahid Sarhangian
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引用次数: 2

Abstract

Surgical procedures require a large number of consumable supplies that need to be kept in hospital inventory and transported to the operating rooms (OR) before the surgery. A surgical preference card (SPC) provides a list of items to be prepared for each surgery. For each item, a SPC also specifies how many should be taken to the OR (fill quantity). As the usage of most consumables in the OR is subject to uncertainty, the cards also specify how many of the filled items should be opened at the beginning of the surgery (open quantity). The fill and open quantities control the flow of consumables between the hospital inventory and the ORs and directly affect the wastage in ORs. In this work, we formulate the problem of determining the fill and open quantities on the preference cards as a stochastic optimization problem, where the objective is to minimize a weighted sum of the expected wastage and operational costs. We show that, as in the newsvendor problem, the optimal solution for the fill and open quantities takes the form of critical quantiles of the item usage distribution in the OR. The solution form together with historical usage data provide a data-driven approach to design of SPCs, as well as insights on the value of including an open decision. We demonstrate our approach using extensive numerical experiments and real usage data from a Canadian hospital. The results suggest a potential for significant reduction of wastage and operational costs in the ORs.
从报贩的角度设计手术偏好卡
外科手术需要大量的耗材,这些耗材需要保存在医院的库存中,并在手术前运送到手术室。手术偏好卡(SPC)提供了每次手术需要准备的项目列表。对于每个产品,SPC还规定了应该带多少到OR(填充数量)。由于手术室中大多数耗材的使用是不确定的,这些卡片还规定了在手术开始时应该打开多少填满的物品(打开数量)。填量和开量控制着医院库存与手术室之间的耗材流动,直接影响着手术室的浪费。在这项工作中,我们将确定偏好卡上的填充和打开数量的问题制定为随机优化问题,其目标是最小化预期浪费和运营成本的加权总和。我们表明,与报贩问题一样,填充量和打开量的最优解采用OR中项目使用分布的关键分位数的形式。解决方案表单与历史使用数据一起为spc的设计提供了数据驱动的方法,以及对包含开放决策的价值的见解。我们通过大量的数值实验和加拿大一家医院的实际使用数据来演示我们的方法。结果表明,有可能显著减少手术室的浪费和运营成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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