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2016年临床决策支持文献综述

Contributions from the 2016 Literature on Clinical Decision Support.

作者信息

Koutkias V, Bouaud J

出版信息

Yearb Med Inform. 2017 Aug;26(1):133-138. doi: 10.15265/IY-2017-031. Epub 2017 Sep 11.

Abstract

To summarize recent research and select the best papers published in 2016 in the field of computerized clinical decision support for the Decision Support section of the IMIA yearbook. A literature review was performed by searching two bibliographic databases for papers related to clinical decision support systems (CDSSs). The aim was to identify a list of candidate best papers from the retrieved papers that were then peer-reviewed by external reviewers. A consensus meeting of the IMIA editorial team finally selected the best papers on the basis of all reviews and section editor evaluation. Among the 1,145 retrieved papers, the entire review process resulted in the selection of four best papers. The first paper describes machine learning models used to predict breast cancer multidisciplinary team decisions and compares them with two predictors based on guideline knowledge. The second paper introduces a linked-data approach for publication, discovery, and interoperability of CDSSs. The third paper assessed the variation in high-priority drug-drug interaction (DDI) alerts across 14 Electronic Health Record systems, operating in different institutions in the US. The fourth paper proposes a generic framework for modeling multiple concurrent guidelines and detecting their recommendation interactions using semantic web technologies. The process of identifying and selecting best papers in the domain of CDSSs demonstrated that the research in this field is very active concerning diverse dimensions, such as the types of CDSSs, e.g. guideline-based, machine-learning-based, knowledge-fusion-based, etc., and addresses challenging areas, such as the concurrent application of multiple guidelines for comorbid patients, the resolution of interoperability issues, and the evaluation of CDSSs. Nevertheless, this process also showed that CDSSs are not yet fully part of the digitalized healthcare ecosystem. Many challenges remain to be faced with regard to the evidence of their output, the dissemination of their technologies, as well as their adoption for better and safer healthcare delivery.

摘要

总结近期研究,并为IMIA年鉴的决策支持板块挑选2016年发表在计算机化临床决策支持领域的最佳论文。通过检索两个文献数据库来查找与临床决策支持系统(CDSS)相关的论文,从而进行文献综述。目的是从检索到的论文中确定一份候选最佳论文列表,然后由外部评审人员进行同行评审。IMIA编辑团队的共识会议最终根据所有评审和各板块编辑的评估选出了最佳论文。在检索到的1145篇论文中,整个评审过程最终选出了四篇最佳论文。第一篇论文描述了用于预测乳腺癌多学科团队决策的机器学习模型,并将其与基于指南知识的两个预测器进行比较。第二篇论文介绍了一种用于CDSS发布、发现和互操作性的链接数据方法。第三篇论文评估了在美国不同机构运行的14个电子健康记录系统中高优先级药物相互作用(DDI)警报的差异。第四篇论文提出了一个通用框架,用于对多个并发指南进行建模,并使用语义网技术检测它们的推荐交互。在CDSS领域识别和选择最佳论文的过程表明,该领域的研究在多个维度上都非常活跃,比如CDSS的类型,如基于指南的、基于机器学习的、基于知识融合的等,并且涉及具有挑战性的领域,如为合并症患者同时应用多个指南、解决互操作性问题以及评估CDSS。然而,这个过程也表明CDSS尚未完全成为数字化医疗生态系统的一部分。在其输出证据、技术传播以及为实现更好和更安全的医疗服务而被采用等方面,仍有许多挑战有待面对。

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