自助登记日志生成器:在伊朗国家创伤登记个案研究。

IF 1.3 4区 医学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Mansoureh Yari Eili, Safar Vafadar, Jalal Rezaeenour, Mahdi Sharif-Alhoseini
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引用次数: 1

摘要

背景:虽然过程挖掘算法在过去的十年中有了很大的发展,但显然缺乏对以自动方式从数据库原始数据中提取事件日志的关注。这些日志在流程感知信息系统中以面向流程的方式提供。尽管如此,仍有一些领域的提取是一个挑战(例如,创伤登记)。目的:注册表数据是手工记录的,遵循非结构化的临时模式;容易产生高噪声和误差;因此,注册中心日志按1级成熟度进行分类,提取以流程为中心的信息并不是一项微不足道的任务。在创伤登记处建立事件日志期间所获得的经验是研究的主题。结果:结果表明,通过过滤和丰富原始数据并使其为任何级别的流程挖掘分析做好准备,三相自助注册表日志构建器工具可以抵御上述问题。伊朗国家创伤登记处通过过程发现证明了这一建议的工具,并报告了所遇到的挑战和局限性。结论:该工具是创伤登记数据的交互式可视化事件日志生成器,可免费用于涉及其他登记的研究。最后,提出了今后的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Self-Service Registry Log Builder: A Case Study in National Trauma Registry of Iran.

Background: Although the process-mining algorithms have evolved in the past decade, the lack of attention to extracting event logs from raw data of databases in an automatic manner is evident. These logs are available in a process-oriented manner in the process-aware information systems. Still, there are areas where their extraction is a challenge to address (e.g., trauma registries).

Objective: The registry data are recorded manually and follow an unstructured ad hoc pattern; prone to high noises and errors; consequently, registry logs are classified at a maturity level of one, and extracting process-centric information is not a trivial task therein. The experiences made during the event log building from the trauma registry are the subjects to be studied.

Results: The result indicates that the three-phase self-service registry log builder tool can withstand the mentioned issues by filtering and enriching the raw data and making them ready for any level of process-mining analysis. This proposed tool is demonstrated through process discovery in the National Trauma Registry of Iran, and the encountered challenges and limitations are reported.

Conclusion: This tool is an interactive visual event log builder for trauma registry data and is freely available for studies involving other registries. In conclusion, future research directions derived from this case study are suggested.

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来源期刊
Methods of Information in Medicine
Methods of Information in Medicine 医学-计算机:信息系统
CiteScore
3.70
自引率
11.80%
发文量
33
审稿时长
6-12 weeks
期刊介绍: Good medicine and good healthcare demand good information. Since the journal''s founding in 1962, Methods of Information in Medicine has stressed the methodology and scientific fundamentals of organizing, representing and analyzing data, information and knowledge in biomedicine and health care. Covering publications in the fields of biomedical and health informatics, medical biometry, and epidemiology, the journal publishes original papers, reviews, reports, opinion papers, editorials, and letters to the editor. From time to time, the journal publishes articles on particular focus themes as part of a journal''s issue.
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