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RFID technology-enabled Markov reward process for sequencing care coordination in ambulatory care: A case study

机译:基于RFID技术的马尔可夫奖赏流程,用于非卧床护理中的顺序护理协调:一个案例研究

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摘要

Care coordination is vital for patient-centered care delivery. While communication is key to sharing information, sequencing the critical activities associated with care delivery is key to process efficiency and safety. The "communication" aspect has been often addressed by computer systems, but very limited attention has been paid to the "sequencing" aspect. Alongside, although real-time location systems (RTLS) are widely used for tracking purposes, they have not been used to develop analytical models for decision making, thus advancing the role and value of information technologies (IT). This paper proposes a data driven solution for developing prescriptive policies regarding the sequencing of care delivery activities in ambulatory care such that the goal of well-coordinated care may be achieved. Specifically, we propose a Markov Reward Process model to find the optimal care delivery sequence that minimizes patient waiting time using empirical data collected by Gen2IR/RFID technology in an outpatient clinic. We demonstrate improved sequencing of care delivery activities in comparison to status quo. The application of RFID in this study elevates the value of RTLS in healthcare from just tracking and identifying objects/persons to guiding and changing operational activities. Our method is generalizable to a variety of care coordination problems in different care delivery settings, and can be embedded in decision support systems for better operational sequencing of care delivery activities.
机译:护理协调对于以患者为中心的护理提供至关重要。虽然沟通是共享信息的关键,但对与护理提供相关的关键活动进行排序对流程效率和安全性至关重要。计算机系统经常解决“通信”方面,但是对“排序”方面的关注非常有限。同时,尽管实时定位系统(RTLS)已广泛用于跟踪目的,但尚未用于开发决策的分析模型,从而提高了信息技术(IT)的作用和价值。本文提出了一种数据驱动的解决方案,用于制定有关非卧床护理中护理交付活动顺序的规定性政策,从而可以实现协调良好的护理目标。具体而言,我们提出了一个马尔可夫奖赏过程模型,以使用Gen2IR / RFID技术在门诊诊所中收集的经验数据来找到能够最大程度缩短患者等待时间的最佳护理交付顺序。与现状相比,我们展示了护理服务活动的改进顺序。 RFID在这项研究中的应用将RTLS在医疗保健中的价值从仅仅跟踪和识别对象/人员提升到指导和更改操作活动。我们的方法可以推广到不同护理交付环境中的各种护理协调问题,并且可以嵌入到决策支持系统中,以更好地对护理交付活动进行操作排序。

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