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使用流程挖掘技术进行糖尿病护理相关流程建模。交互式模式识别应用中的经验教训:应对“意大利面条效应”。

Diabetes care related process modelling using Process Mining techniques. Lessons learned in the application of Interactive Pattern Recognition: coping with the Spaghetti Effect.

作者信息

Fernandez-Llatas Carlos, Martinez-Millana Antonio, Martinez-Romero Alvaro, Benedi Jose Miguel, Traver Vicente

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2015;2015:2127-30. doi: 10.1109/EMBC.2015.7318809.

Abstract

Diabetes is one of the metabolic disorders with more growth expectations in next decades. The literature points to a correct self-management, to an appropriate treatment and to an adequate healthy lifestyle as a way to dramatically improve the quality of life of patients with diabetes. The implementation of a holistic diabetes care system, using rising information technologies for deploying cares based on the thesis of the Evidence-Based Medicine can be a effective solution to provide an adequate and continuous care to patients. However, the design and deployment of computer readable careflows is not a easy task. In this paper, we propose the use of Interactive Pattern Recognition techniques for the iterative design of those protocols and we analyze the problems of using Process Mining to infer careflows and how to how to cope with the resulting Spaghetti Effect.

摘要

糖尿病是未来几十年中预期增长较多的代谢紊乱疾病之一。文献指出,正确的自我管理、适当的治疗以及健康的生活方式是显著改善糖尿病患者生活质量的途径。基于循证医学理论,利用不断发展的信息技术实施整体糖尿病护理系统,为患者提供充分且持续的护理,可能是一种有效的解决方案。然而,设计和部署计算机可读的护理流程并非易事。在本文中,我们建议使用交互式模式识别技术对这些协议进行迭代设计,并分析使用流程挖掘来推断护理流程的问题以及如何应对由此产生的“意大利面条效应”。

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