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朝向重症监护镇静指南的计算机化:用于自动执行临床指南的基于规则架构的设计。

Towards computerizing intensive care sedation guidelines: design of a rule-based architecture for automated execution of clinical guidelines.

机构信息

Department of Information Technology (INTEC), Ghent University - IBBT, Gaston Crommenlaan 8, Bus 201, 9050 Ghent, Belgium.

出版信息

BMC Med Inform Decis Mak. 2010 Jan 18;10:3. doi: 10.1186/1472-6947-10-3.

Abstract

BACKGROUND

Computerized ICUs rely on software services to convey the medical condition of their patients as well as assisting the staff in taking treatment decisions. Such services are useful for following clinical guidelines quickly and accurately. However, the development of services is often time-consuming and error-prone. Consequently, many care-related activities are still conducted based on manually constructed guidelines. These are often ambiguous, which leads to unnecessary variations in treatments and costs.The goal of this paper is to present a semi-automatic verification and translation framework capable of turning manually constructed diagrams into ready-to-use programs. This framework combines the strengths of the manual and service-oriented approaches while decreasing their disadvantages. The aim is to close the gap in communication between the IT and the medical domain. This leads to a less time-consuming and error-prone development phase and a shorter clinical evaluation phase.

METHODS

A framework is proposed that semi-automatically translates a clinical guideline, expressed as an XML-based flow chart, into a Drools Rule Flow by employing semantic technologies such as ontologies and SWRL. An overview of the architecture is given and all the technology choices are thoroughly motivated. Finally, it is shown how this framework can be integrated into a service-oriented architecture (SOA).

RESULTS

The applicability of the Drools Rule language to express clinical guidelines is evaluated by translating an example guideline, namely the sedation protocol used for the anaesthetization of patients, to a Drools Rule Flow and executing and deploying this Rule-based application as a part of a SOA. The results show that the performance of Drools is comparable to other technologies such as Web Services and increases with the number of decision nodes present in the Rule Flow. Most delays are introduced by loading the Rule Flows.

CONCLUSIONS

The framework is an effective solution for computerizing clinical guidelines as it allows for quick development, evaluation and human-readable visualization of the Rules and has a good performance. By monitoring the parameters of the patient to automatically detect exceptional situations and problems and by notifying the medical staff of tasks that need to be performed, the computerized sedation guideline improves the execution of the guideline.

摘要

背景

计算机化 ICU 依靠软件服务来传达患者的病情,并协助工作人员做出治疗决策。这些服务对于快速准确地遵循临床指南非常有用。然而,服务的开发通常既耗时又容易出错。因此,许多与护理相关的活动仍然基于手动构建的指南进行。这些指南通常不够明确,导致治疗和成本不必要的差异。本文的目的是提出一种半自动验证和翻译框架,能够将手动构建的图表转换为可立即使用的程序。该框架结合了手动和面向服务的方法的优势,同时减少了它们的缺点。目标是缩小 IT 和医疗领域之间的沟通差距。这将减少开发阶段的时间和错误,并缩短临床评估阶段的时间。

方法

提出了一种框架,通过使用语义技术(如本体和 SWRL),将以 XML 为基础的流程图形式的临床指南半自动地转换为 Drools Rule Flow。给出了体系结构的概述,并详细说明了所有技术选择的动机。最后,展示了如何将该框架集成到面向服务的体系结构 (SOA) 中。

结果

通过将一个示例指南(即用于麻醉患者的镇静协议)转换为 Drools Rule Flow,并将基于规则的应用程序作为 SOA 的一部分执行和部署,评估了 Drools Rule 语言表达临床指南的适用性。结果表明,Drools 的性能可与 Web Services 等其他技术相媲美,并随着 Rule Flow 中决策节点数量的增加而增加。大多数延迟是由加载 Rule Flows 引起的。

结论

该框架是计算机化临床指南的有效解决方案,因为它允许快速开发、评估和以人类可读的方式可视化规则,并且具有良好的性能。通过监测患者的参数自动检测异常情况和问题,并通知医务人员需要执行的任务,计算机化镇静指南改进了指南的执行。

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