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A generic concept for the development of model-guided clinical decision support systems

机译:开发模型指导的临床决策支持系统的通用概念

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Disease development and progression are very complex processes which make clinical decision making non-trivial. On the one hand, examination results that are stored in multiple formats and data types in clinical information systems need to be considered. Beyond, biological or molecular-biological processes can influence clinical decision making. So far, biological knowledge and patient data is separated from each other. This complicates inclusion of all relevant knowledge and information into the decision making. In this paper, we describe a concept of model-based decision support that links knowledge about biological processes, treatment decisions and clinical data. It consists of three models: 1) a biological model, 2) a decision model encompassing medical knowledge about the treatment workflow and decision parameters, and 3) a patient data model generated from clinical data. Requirements and future steps for realizing the concept will be presented and it will be shown how the concept can support the clinical decision making.
机译:疾病的发展和发展是非常复杂的过程,这使得临床决策变得不容易。一方面,需要考虑以多种格式和数据类型存储在临床信息系统中的检查结果。除此之外,生物学或分子生物学过程还会影响临床决策。到目前为止,生物学知识和患者数据是相互分离的。这使所有相关知识和信息纳入决策过程变得复杂。在本文中,我们描述了基于模型的决策支持的概念,该概念将有关生物学过程,治疗决策和临床数据的知识联系在一起。它由三个模型组成:1)生物模型; 2)包含有关治疗工作流程和决策参数的医学知识的决策模型; 3)从临床数据生成的患者数据模型。将提出实现该概念的要求和未来步骤,并将展示该概念如何支持临床决策。

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