Optimal Timing of Insulin Initiation Using a Mathematical Model

E. Gunes, F. E. Minsin, M. Dursun
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Abstract

Diabetes is a chronic disease that is rapidly spreading worldwide. In the treatment of patients with type 2 diabetes, the most common type of the disease, doctors have many intervention methods. Therefore, taking the right action at the most appropriate time among these many types of interventions will make a great contribution to the patient’s health as well as the costs of treatment. In this study, we developed a finite-horizon Markov decision process (MDP) model in which the state of the process will cover the patient’s metabolic health status and history of drug used to solve this problem. The model is operated by using existing data in the literature and the results are discussed.
使用数学模型的胰岛素起始的最佳时机
糖尿病是一种在世界范围内迅速蔓延的慢性疾病。在治疗2型糖尿病患者这一最常见的疾病类型时,医生有很多干预方法。因此,在这些多种干预措施中,在最适当的时间采取正确的行动,将对患者的健康和治疗费用做出巨大贡献。在本研究中,我们开发了一个有限视界马尔可夫决策过程(MDP)模型,在该模型中,该过程的状态将涵盖患者的代谢健康状况和用于解决该问题的药物历史。利用文献中已有的数据对模型进行了操作,并对结果进行了讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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