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一种基于模糊规则和分类算法的临床决策支持系统,用于监测2型糖尿病患者的生理参数。

A Clinical Decision Support System based on fuzzy rules and classification algorithms for monitoring the physiological parameters of type-2 diabetic patients.

作者信息

Ylenia Colella, Lauri Chiara De, Giovanni Improta, Lucia Rossano, Donatella Vecchione, Tiziana Spinosa, Vincenzo Giordano, Ciro Verdoliva, Stefania Santini

机构信息

Department of Electronic Engineering and Information Technology, Faculty of Engineering, University of Naples Federico II, Naples, Italy.

Department of Public Health of the University Hospital, University of Naples Federico II, Naples, Italy.

出版信息

Math Biosci Eng. 2021 Mar 19;18(3):2653-2674. doi: 10.3934/mbe.2021135.

Abstract

The use of different types of Clinical Decision Support Systems (CDSS) makes possible the improvement of the quality of the therapeutic and diagnostic efficiency in health field. Those systems, properly implemented, are able to simulate human expert clinician reasoning in order to suggest decisions on treatment of patients. In this paper, we exploit fuzzy inference machines to improve the quality of the day-by-day clinical care of type-2 diabetic patients of Anti-Diabetes Centre (CAD) of the Local Health Authority ASL Naples 1 (Naples, Italy). All the designed functionalities were developed thanks to the experience on the field, through different phases (data collection and adjustment, Fuzzy Inference System development and its validation on real cases) executed by an interdisciplinary research team comprising doctors, clinicians and IT engineers. The proposed approach also allows the remote monitoring of patients' clinical conditions and, hence, can help to reduce hospitalizations.

摘要

使用不同类型的临床决策支持系统(CDSS)能够提高医疗领域的治疗质量和诊断效率。这些系统若得到妥善实施,就能模拟人类专家临床医生的推理过程,从而为患者的治疗提供决策建议。在本文中,我们利用模糊推理机来提高意大利那不勒斯第一地方卫生机构(ASL Naples 1)抗糖尿病中心(CAD)2型糖尿病患者的日常临床护理质量。所有设计的功能都是基于该领域的经验,由一个由医生、临床医生和信息技术工程师组成的跨学科研究团队分不同阶段(数据收集与调整、模糊推理系统开发及其在实际病例上的验证)开发而成。所提出的方法还允许对患者的临床状况进行远程监测,因此有助于减少住院次数。

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