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Updated: Jun 22, 2025

Improving IV Insulin Administration in a Community Hospital
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Improving IV Insulin Administration in a Community Hospital

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一种用于自动化胰岛素输送系统的自动深度强化学习球体计算器

Sayyar Ahmad1, Aleix Beneyto1, Taiyu Zhu2

  • 1Modeling and Intelligent Control Engineering Laboratory, Institute of Informatics and Applications, University of Girona, 17003, Girona, Spain.

Scientific reports
|July 2, 2024
PubMed
概括

这项研究引入了一种完全自动的胰岛素输送 (FAID) 系统,使用深度强化学习来管理1型糖尿病,而不需要预约餐点,改善血糖控制.

关键词:
人造胰腺是一种人造的胰腺.自动提供胰岛素的自动输送系统.深度强化学习的学习.没有预告的餐点.

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Insulin-replacement therapy usually includes both long-acting insulin (basal) and short-acting insulin (to cater to postprandial needs). In a diverse group of type 1 diabetes patients, the average daily insulin dose is typically 0.5-0.7 units/kg body weight. However, obese patients and pubertal adolescents may need more due to insulin resistance.
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The one-compartment open model is a simplified approach used in pharmacokinetics to understand the distribution and elimination of a drug administered through an intravenous bolus. This model assumes rapid drug dispersal throughout the body and elimination using a first-order process. Key pharmacokinetic parameters, such as the elimination rate constant (k), half-life (t1/2), and the apparent volume of distribution (Vd), can be estimated from this model. The elimination rate is calculated...
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