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A three stage ontology-driven solution to provide personalized care to chronic patients at home

机译:由本体驱动的三阶段解决方案,可为在家中的慢性患者提供个性化护理

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Purpose: The goal of this work is to contribute to personalized clinical management in home-based telemonitoring scenarios by developing an ontology-driven solution that enables a wide range of remote chronic patients to be monitored at home. Methods: Through three stages, the challenges of integration and management were met through the ontology development and evaluation. The first stage dealt with the ontology design and implementation. The second stage dealt with the ontology application study in order to specifically address personalization issues. For both stages, interviews and working sessions were planned with clinicians. Clinical guidelines and MDs (medical device) interoperability were taken into account as well during these stages. Finally the third stage dealt with a software prototype implementation. Results: An ontology was developed as an outcome of the first stage. The structure, based on the autonomic computing paradigm, provides a clear and simple manner to automate and integrate the data management procedure. During the second stage, the application of the ontology was studied to monitor patients with different and multiple morbidities. After this task, the ontology design was successfully adjusted to provide useful personalized medical care. In the third and final stage, a proof-of-concept on the software required to remote monitor patients by means of the ontology-based solution was developed and evaluated. Conclusions: Our proposed ontology provides an understandable and simple solution to address integration and personalized care challenges in home-based telemonitoring scenarios. Furthermore, our three-stage approach contributes to enhance the understanding, re-usability and transferability of our solution.
机译:目的:这项工作的目的是通过开发一种由本体驱动的解决方案,从而使在家中进行远程监测的范围广泛的远程患者,为基于家庭的远程监护场景中的个性化临床管理做出贡献。方法:通过三个阶段,通过本体开发和评估来应对集成和管理的挑战。第一阶段涉及本体的设计和实现。第二阶段处理本体应用研究,以便专门解决个性化问题。在这两个阶段,都计划与临床医生进行访谈和工作会议。在这些阶段中,还考虑了临床指南和MD(医疗设备)的互操作性。最后,第三阶段处理软件原型实现。结果:本体是第一阶段的结果。该结构基于自主计算范式,提供了一种清晰,简单的方式来自动化和集成数据管理过程。在第二阶段,研究了本体的应用以监视具有不同和多种发病率的患者。完成此任务后,已成功调整了本体设计以提供有用的个性化医疗服务。在第三个也是最后一个阶段,开发并评估了通过基于本体的解决方案远程监视患者所需的软件概念验证。结论:我们提出的本体提供了一种可理解且简单的解决方案,以解决基于家庭的远程监控场景中的集成和个性化护理挑战。此外,我们的三阶段方法有助于增强我们对解决方案的理解,可重用性和可移植性。

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