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用于确定最佳门诊预约的马尔可夫决策模型。

A Markov decision model for determining optimal outpatient scheduling.

机构信息

Telfer School of Management, University of Ottawa, Ottawa, ON, Canada.

出版信息

Health Care Manag Sci. 2012 Jun;15(2):91-102. doi: 10.1007/s10729-011-9185-4. Epub 2011 Nov 17.

DOI:10.1007/s10729-011-9185-4
PMID:22089944
Abstract

Managing an efficient outpatient clinic can often be complicated by significant no-show rates and escalating appointment lead times. One method that has been proposed for avoiding the wasted capacity due to no-shows is called open or advanced access. The essence of open access is "do today's demand today". We develop a Markov Decision Process (MDP) model that demonstrates that a short booking window does significantly better than open access. We analyze a number of scenarios that explore the trade-off between patient-related measures (lead times) and physician- or system-related measures (revenue, overtime and idle time). Through simulation, we demonstrate that, over a wide variety of potential scenarios and clinics, the MDP policy does as well or better than open access in terms of minimizing costs (or maximizing profits) as well as providing more consistent throughput.

摘要

管理高效的门诊诊所通常会因为大量的失约率和不断延长的预约前置时间而变得复杂。一种避免因失约而造成浪费的方法被称为开放或提前预约。开放预约的本质是“今天满足今天的需求”。我们开发了一个马尔可夫决策过程(MDP)模型,该模型表明较短的预约窗口明显优于开放预约。我们分析了一些场景,这些场景探讨了患者相关措施(前置时间)和医生或系统相关措施(收入、加班和空闲时间)之间的权衡。通过模拟,我们证明在广泛的潜在场景和诊所中,MDP 策略在最小化成本(或最大化利润)以及提供更一致的吞吐量方面与开放预约一样或更好。

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本文引用的文献

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Effects of clinical characteristics on successful open access scheduling.临床特征对成功实施开放预约排班的影响。
Health Care Manag Sci. 2007 Jun;10(2):111-24. doi: 10.1007/s10729-007-9008-9.
2
Predictors of failed attendances in a multi-specialty outpatient centre using electronic databases.利用电子数据库分析多专科门诊中心就诊未成功的预测因素。
BMC Health Serv Res. 2005 Aug 6;5:51. doi: 10.1186/1472-6963-5-51.
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Impact of the wait for an initial appointment on the rate of kept appointments at a mental health center.等待首次预约对心理健康中心预约就诊率的影响。
一种用于确定有患者失约情况下的门诊预约安排窗口的优化模型。
Health Care Manag Sci. 2019 Mar;22(1):68-84. doi: 10.1007/s10729-017-9421-7. Epub 2017 Oct 9.
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Population-level intervention and information collection in dynamic healthcare policy.人群干预和动态医疗政策中的信息收集。
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Health Care Manag Sci. 2018 Dec;21(4):492-516. doi: 10.1007/s10729-017-9407-5. Epub 2017 Aug 9.
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Appl Clin Inform. 2014 Sep 24;5(3):836-60. doi: 10.4338/ACI-2014-04-RA-0026. eCollection 2014.
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J Med Syst. 2014 Aug;38(8):89. doi: 10.1007/s10916-014-0089-y. Epub 2014 Jun 26.
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