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System Design of an Analytical Model for Health Self-Care Based on System Dynamics: Implementation and Case Study in Obesity

机译:基于系统动力学的健康自理分析模型的系统设计:肥胖的实现与案例研究

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摘要

The initial idea for this research effort was inspired more than 4 years ago, while working to improve the Emergency Department in a local hospital. On one hand, there was the notable struggle by the medical personnel not only to cope with an unimaginable number of technical and personnel problems, but also to maintain a high standard of care. And of most significance, there was the confusion at all levels of government when called to answer the repetitive questions of u22How can we change the system?u22 and u22What can be done to save the system from collapsing?u22 One potential way of easing the demand and cost is to partially shift the responsibility for healthcare to patients themselves. To do so effectively, some health management tools are required. This dissertation deals with the systematic development of a modeling tool that will track, monitor and eventually enable the development of strategies on an individual level related to body weight maintenance, loss and/or gain. Out of all the lifestyle related diseases, this work focuses on an increasingly wide spread preventable condition termed u22obesityu22. Despite a multitude of studies related to obesity, neither thorough understanding nor comprehensive models have been developed. A systematic approach based on Quality Function Deployment (QFD), allows for the development of appropriate modelling characteristics to assure quality in the outcomes, when used to manage individualu27s health status. Using System Dynamics (SD) and existing fractional models, a comprehensive causal model for obesity/weight was developed. This required an understanding of the relationships among the fractional models in order to add links and feedback loops that can simulate the human body responses with certain accuracy. The model is verified by using the real life data provided by a clinic specializing in weight management and obesity control. Based on the data, sensitivity analysis was performed, as well as a variety of scenario analyses. Assuming that certain conditions are met, the model developed through this work can predict weight changes using energy balance information as well as an individualu27s characteristics with an accuracy greater than 90%.
机译:这项研究工作的最初构想是在4年前提出的,当时他正在努力改善当地医院的急诊科。一方面,医务人员不仅为应对数量众多的技术和人员问题,而且为维持高水平的护理而进行了显着的斗争。最重要的是,当被要求回答政府的重复性问题时,各级政府都感到困惑。如何改变系统?可以采取什么措施使系统免于崩溃?缓解需求和成本的方法是将医疗保健责任部分转移给患者自己。为了有效地做到这一点,需要一些健康管理工具。本文涉及建模工具的系统开发,该建模工具将跟踪,监视并最终实现在与体重维持,损失和/或增重有关的个体水平上的策略开发。在所有与生活方式有关的疾病中,这项工作集中于被称为“肥胖”的日益广泛的可预防疾病。尽管有许多与肥胖有关的研究,但尚未开发出透彻的了解或全面的模型。当用于管理个人健康状况时,基于质量功能部署(QFD)的系统方法允许开发适当的建模特征以确保结果的质量。使用系统动力学(SD)和现有的分数模型,开发了肥胖/体重的综合因果模型。这需要了解分数模型之间的关系,以便添加链接和反馈回路,从而可以以一定精度模拟人体反应。该模型是通过使用专门从事体重管理和肥胖控制的诊所提供的现实生活数据进行验证的。根据这些数据,进行了敏感性分析以及各种情景分析。假设满足某些条件,通过这项工作开发的模型可以使用能量平衡信息以及个人特征来预测体重的变化,其准确度大于90%。

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  • 作者

    Bacioiu Gheorghe Mugur;

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  • 年度 2012
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  • 原文格式 PDF
  • 正文语种 en
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