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从多个真实世界的数据集构建经验护理路径过程模型。

Construction of Empirical Care Pathways Process Models From Multiple Real-World Datasets.

出版信息

IEEE J Biomed Health Inform. 2020 Sep;24(9):2671-2680. doi: 10.1109/JBHI.2020.2971146. Epub 2020 Feb 24.

DOI:10.1109/JBHI.2020.2971146
PMID:32092019
Abstract

Care pathways (CPWs) are "multidisciplinary care plans that detail essential care steps for patients with specific clinical problems." While CPWs impact on health or cost outcomes is vastly studied, an in-depth analysis of the real-world implementation of the CPWs is an area that still remains underexplored. The present work describes how to apply an existing process mining methodology to construct the empirical CPW process models. These process models are a unique piece of information for health services research: for example to evaluate their conformance against the theoretical CPW described on clinical guidelines or to evaluate the impact of the process in health outcomes. To this purpose, this work relies on the design and implementation of a solution that a) synthesizes the expert knowledge on how health care is delivered within and across providers as an activity log, and b) constructs the CPW process model from that activity log using process mining techniques. Unlike previous research based on ad hoc data captures, current approach is built on the linkage of various heterogeneous real-world data (RWD) sets that share a minimum semantic linkage. RWD, defined as secondary use of routinely collected data as opposite to ad hoc data extractions, is a unique source of information for the CPW analysis due to its coverage of the caregiving activities and its wide availability. The viability of the solution is demonstrated by constructing the CPW process model of Code Stroke (Acute Stroke CPW) in the Aragon region (Spain).

摘要

护理路径 (CPWs) 是“详细说明特定临床问题患者基本护理步骤的多学科护理计划”。虽然 CPWs 对健康或成本结果的影响已经得到了广泛的研究,但对 CPWs 在实际实施中的深入分析仍然是一个尚未得到充分探索的领域。本工作描述了如何应用现有的流程挖掘方法来构建经验 CPW 过程模型。这些过程模型是卫生服务研究的独特信息来源:例如,评估它们与临床指南中描述的理论 CPW 的一致性,或评估该过程对健康结果的影响。为此,这项工作依赖于设计和实施一个解决方案,该解决方案 a) 将专家知识综合为活动日志,即如何在提供者内部和提供者之间提供医疗保健,以及 b) 使用流程挖掘技术从该活动日志构建 CPW 过程模型。与以前基于特别数据捕获的研究不同,当前方法是基于各种异构真实世界数据 (RWD) 集的链接构建的,这些数据集具有最小的语义链接。RWD 被定义为对常规收集数据的二次使用,而不是特别数据提取,由于其涵盖了护理活动及其广泛的可用性,因此是 CPW 分析的独特信息来源。通过在西班牙阿拉贡地区构建 Code Stroke(急性中风 CPW)的 CPW 过程模型,证明了该解决方案的可行性。

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