首页> 外文期刊>Artificial intelligence in medicine >Recommendations for enhancing the usability and understandability of process mining in healthcare
【24h】

Recommendations for enhancing the usability and understandability of process mining in healthcare

机译:提高医疗保健过程挖掘的可用性和可理解性的建议

获取原文
获取原文并翻译 | 示例
           

摘要

Healthcare organizations are confronted with challenges including the contention between tightening budgets and increased care needs. In the light of these challenges, they are becoming increasingly aware of the need to improve their processes to ensure quality of care for patients. To identify process improvement opportunities, a thorough process analysis is required, which can be based on real-life process execution data captured by health information systems. Process mining is a research field that focuses on the development of techniques to extract process-related insights from process execution data, providing valuable and previously unknown information to instigate evidence-based process improvement in healthcare. However, despite the potential of process mining, its uptake in healthcare organizations outside case studies in a research context is rather limited. This observation was the starting point for an international brainstorm seminar. Based on the seminar's outcomes and with the ambition to stimulate a more widespread use of process mining in healthcare, this paper formulates recommendations to enhance the usability and understandability of process mining in healthcare. These recommendations are mainly targeted towards process mining researchers and the community to consider when developing a new research agenda for process mining in healthcare. Moreover, a limited number of recommendations are directed towards healthcare organizations and health information systems vendors, when shaping an environment to enable the continuous use of process mining.
机译:医疗保健组织面临着挑战,包括收紧预算与需求增加之间的争用。鉴于这些挑战,他们越来越意识到需要改进其流程以确保患者的护理质量。为了识别过程改进机会,需要进行全面的过程分析,这可以基于健康信息系统捕获的现实过程执行数据。过程挖掘是一个研究领域,专注于从过程执行数据提取与过程相关见解的技术的开发,提供有价值的和以前未知的信息,以促进基于证据的过程改进医疗保健。然而,尽管流程挖掘潜力,但其在研究背景下的外部案例研究外的医疗组织的摄取是有限的。这种观察是国际集体风暴研讨会的起点。基于研讨会的成果和令人抱负刺激在医疗保健中更广泛使用的流程采矿的雄心,本文制定了提高医疗挖掘过程采矿的可用性和可理解性的建议。这些建议主要针对过程挖掘研究人员和社区,以便在制定医疗保健的新研究议程时考虑。此外,在塑造环境以实现流程挖掘的持续使用时,有限数量的建议均针对医疗组织和健康信息系统供应商。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号