Effect of Attribute Alignment on Action Sequence Variability: Evidence from Electronic Medical Records, In Business Process Management Forum: BPM Forum 2019, Vienna, Austria, September 2019.

Effect of Attribute Alignment on Action Sequence Variability: Evidence from Electronic Medical Records, In Business Process Management Forum: BPM Forum 2019, Vienna, Austria, September 2019.
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属性对齐对操作序列变异性的影响:来自电子病历的证据,业务流程管理论坛:BPM 论坛 2019,奥地利维也纳,2019 年 9 月。

DOI:
10.1007/978-3-030-26643-1_11
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发表时间:
2019
期刊:
Lecture notes in business information processing
影响因子:
--
通讯作者:
Pentland, A. P.
Pentland, A. P.
中科院分区:
--
文献类型:
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作者:
Kim, I.;Pentland, B. T.;Ryan, J. L.;Xie, Y.;Frank, K.;Pentland, A. P.

文献摘要

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业务流程挖掘算法从记录事件或操作序列的事件日志中发现流程。典型的事件日志可能包含也可能不包含有关操作属性的信息,例如用于执行操作的特定工作站或执行操作的人员的身份。在本文中,我们测试的动作序列使用数据的电子病历在五个皮肤科诊所的动作属性的效果。我们证明,动作序列的影响,如演员(谁做什么)和工作站(什么是做在哪里),通常不被认为是相关的流程控制的属性。我们引入了一个新的度量-属性对齐-总结了在整个流程实例中使用相同属性执行操作的程度。如果每个操作总是使用相同的属性执行,则属性对齐度为100%。我们讨论了这一发现的影响和局限性的研究和实践。
Business process mining algorithms discover processes from event logs that record sequences of events or actions. Typical event logs may or may not contain information about theattributesof the actions, such as the particular workstations used to carry out an action or the identity of the person performing the action. In this paper, we test the effect of action attributes on action sequence using data from electronic medical records at five dermatology clinics. We demonstrate that action sequence is influenced by attributes such as actors (who does what) and workstations (what is done where) that are not typically considered relevant to process flow control. We introduce a new metric –attribute alignment– that summarizes the extent to which actions are carried out with the same attributes throughout a process instance. If each action is always performed with the same attributes, attribute alignment is 100%. We discuss the implications and limitations of this finding for research and practice.