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XML Data and Knowledge-Encoding Structure for a Web-Based and Mobile Antenatal Clinical Decision Support System: Development Study

机译:基于Web和移动产前临床决策支持系统的XML数据和知识编码结构:开发研究

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摘要

BackgroundDispleasure with the functionality of clinical decision support systems (CDSSs) is considered the primary challenge in CDSS development. A major difficulty in CDSS design is matching the functionality to the desired and actual clinical workflow. Computer-interpretable guidelines (CIGs) are used to formalize medical knowledge in clinical practice guidelines (CPGs) in a computable language. However, existing CIG frameworks require a specific interpreter for each CIG language, hindering the ease of implementation and interoperability. ObjectiveThis paper aims to describe a different approach to the representation of clinical knowledge and data. We intended to change the clinician’s perception of a CDSS with sufficient expressivity of the representation while maintaining a small communication and software footprint for both a web application and a mobile app. This approach was originally intended to create a readable and minimal syntax for a web CDSS and future mobile app for antenatal care guidelines with improved human-computer interaction and enhanced usability by aligning the system behavior with clinical workflow. MethodsWe designed and implemented an architecture design for our CDSS, which uses the model-view-controller (MVC) architecture and a knowledge engine in the MVC architecture based on XML. The knowledge engine design also integrated the requirement of matching clinical care workflow that was desired in the CDSS. For this component of the design task, we used a work ontology analysis of the CPGs for antenatal care in our particular target clinical settings. ResultsIn comparison to other common CIGs used for CDSSs, our XML approach can be used to take advantage of the flexible format of XML to facilitate the electronic sharing of structured data. More importantly, we can take advantage of its flexibility to standardize CIG structure design in a low-level specification language that is ubiquitous, universal, computationally efficient, integrable with web technologies, and human readable. ConclusionsOur knowledge representation framework incorporates fundamental elements of other CIGs used in CDSSs in medicine and proved adequate to encode a number of antenatal health care CPGs and their associated clinical workflows. The framework appears general enough to be used with other CPGs in medicine. XML proved to be a language expressive enough to describe planning problems in a computable form and restrictive and expressive enough to implement in a clinical system. It can also be effective for mobile apps, where intermittent communication requires a small footprint and an autonomous app. This approach can be used to incorporate overlapping capabilities of more specialized CIGs in medicine.
机译:背景下临床决策支持系统(CDSS)的功能被认为是CDSS开发中的主要挑战。 CDSS设计中的一个主要困难与所需和实际临床工作流程相匹配。计算机可解释的准则(CIGS)用于将临床实践指南(CPGS)的医学知识以可计算的语言形式。但是,现有的CIG框架需要针对每个CIG语言的特定解释器,阻碍实现和互操作性。客观的纸张旨在描述临床知识和数据代表的不同方法。我们打算改变临床医生对CDS的感知,具有足够的表现性,同时保持Web应用程序和移动应用程序的小型通信和软件足迹​​。该方法最初旨在为Web CDS和未来移动应用程序创建可读性和最小的语法,用于通过将系统行为与临床工作流程调整系统行为来改进的人机交互和增强的可用性来创建可读性和最小的移动应用程序。方法网络为CDS设计和实现了CDS的架构设计,它使用模型 - 视图控制器(MVC)架构以及基于XML的MVC架构中的知识引擎。知识引擎设计还集成了CDS中所需的匹配临床护理工作流程的要求。对于设计任务的这种组成部分,我们使用了在我们特定目标临床环境中进行产前护理的CPG的工作本体分析。结果与用于CDSSS的其他常见CIGS比较,我们的XML方法可用于利用XML的灵活格式,以便于构造数据的电子共享。更重要的是,我们可以灵活地以低级别的规格语言标准化CIG结构设计,这些语言无处不在,普遍,计算效率,与Web技术的可读取和人类可读性。结论您的知识代表性框架包括医学CDSS中使用的其他CIG的基本要素,并证明是适当编码许多产前医疗保健CPG及其相关的临床工作流程。该框架似乎足以与其他医学中的其他CPG一起使用。 XML被证明是一种表达的语言,足以描述可计算形式的规划问题,并限制和表达足以在临床系统中实施。它对移动应用也可以有效,其中间歇性通信需要小型占地面积和自主应用。这种方法可用于掺入医学中更专业的CIGS的重叠能力。

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