重新安排了对不确定的临床记录进行模糊合规性检查.
Sicui Zhang1, Laura Genga2, Lukas Dekker3
1Science and Technology Department, Shaoxing University, Shaoxing, PR China; School of Biomedical Engineering and Instrumental Science, Zhejiang University, Hangzhou, PR China; Jheronimus Academy of Data Science, Eindhoven University of Technology, Eindhoven, The Netherlands.
Journal of biomedical informatics
|December 9, 2023
概括
这项研究引入了一种新的算法,通过使用模糊集合理论来处理日志记录的不确定性来改进临床过程合规性检查. 该方法提供了更准确的诊断,提高了医疗保健过程分析的可靠性.
科学领域:
- 医疗信息学 医疗信息学
- 过程采矿采矿采矿
- 临床过程建模临床过程建模
背景情况:
- 医院使用临床途径进行标准化的患者治疗.
- 合规性检查分析了流程执行与路径的对比.
- 记录临床活动的不确定性损害了诊断准确性.
研究的目的:
- 为了解决临床过程日志记录中的不确定性.
- 提高符合性检查诊断的可靠性.
- 将专家知识纳入符合性分析.
主要方法:
- 开发了一种新的符合性检查算法.
- 利用模糊的集合理论来结合专家知识.
- 定义了一个模糊的时间窗口来评估时间违规行为.
主要成果:
- 提出的方法实现了比最先进的方法更准确的诊断.
- 在现实生活中的荷兰医院案例研究上的实验验证实了该方法的有效性.
- 在临床过程日志中证明了对时间违规行为的改进评估.
结论:
- 基于模糊集合理论的算法有效地减轻了临床途径的记录不确定性.
- 该方法为医疗保健过程提供了更可靠的符合性诊断.
- 结果可以指导策略,以减少在临床实践中记录的不确定性.
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