کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
397434 671197 2012 18 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Business process analysis in healthcare environments: A methodology based on process mining
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Business process analysis in healthcare environments: A methodology based on process mining
چکیده انگلیسی

Performing business process analysis in healthcare organizations is particularly difficult due to the highly dynamic, complex, ad hoc, and multi-disciplinary nature of healthcare processes. Process mining is a promising approach to obtain a better understanding about those processes by analyzing event data recorded in healthcare information systems. However, not all process mining techniques perform well in capturing the complex and ad hoc nature of clinical workflows. In this work we introduce a methodology for the application of process mining techniques that leads to the identification of regular behavior, process variants, and exceptional medical cases. The approach is demonstrated in a case study conducted at a hospital emergency service. For this purpose, we implemented the methodology in a tool that integrates the main stages of process analysis. The tool is specific to the case study, but the same methodology can be used in other healthcare environments.

Research highlights
► Analysis of healthcare processes is particularly difficult.
► Process mining is a valuable approach to discover and analyze processes.
► A process mining methodology is proposed based on sequence clustering.
► Analysis of process variants and infrequent behavior in a systematic way.
► The case study of a hospital emergency service is presented.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Systems - Volume 37, Issue 2, April 2012, Pages 99–116
نویسندگان
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