医疗保健中的过程挖掘:第三级研究
Adauto Santos1, Gislaine Camila Lapasini Leal2, Renato Balancieri2
1Technology Center, State University of Maringá, Maringá, Paraná, Brazil. adauto.info2006@gmail.com.
过程挖掘通过分析复杂的工作流程和改进决策来增强医疗保健. 本研究概述了其应用,常见方法和医疗领域的挑战.
科学领域:
- 医疗信息学 医疗信息学
- 业务流程管理 业务流程管理
- 数据科学数据科学数据科学
背景情况:
- 医疗保健业务流程是复杂的,涉及不同的专业人员和结构.
- 临床途径在医疗治疗之间有很大差异.
- 过程挖掘提供了理解和优化这些复杂的医疗保健操作的工具.
研究的目的:
- 为医疗保健中的过程挖掘应用提供全面的概述.
- 综合18项关于医疗领域过程采矿的二次审查的研究结果.
- 确定医疗保健中过程挖掘的共同目标,方法和挑战.
主要方法:
- 采用了第三级审查方法.
- 从现有的18项二次审查中收集数据.
- 分析侧重于目标,活动,前景,资源,专业,过程和局限性.
主要成果:
- 过程发现是最常见的活动,控制流作为主导的视角.
- 启发式矿工和模糊矿工是被引用最多的算法.
- 瘤学成为医学专业,利用过程采矿的最高水平.
结论:
- 过程挖掘对于分析医疗保健工作流程和支持决策是有效的.
- 对临床指南和协议的更好理解是一个关键的好处.
- 解决数据质量问题和增强可视化对于更广泛的采用至关重要.
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