计量与测试技术2024,Vol.51Issue(7) :114-118.DOI:10.15988/j.cnki.1004-6941.2024.7.034

瞬感扫描式血糖仪校准因素分析与模型构建

Factor Analysis and Model Calibration of Flash Glucose Monitoring System

陶国强 高楠 杨予潇 汪星星 寇祖亮
计量与测试技术2024,Vol.51Issue(7) :114-118.DOI:10.15988/j.cnki.1004-6941.2024.7.034

瞬感扫描式血糖仪校准因素分析与模型构建

Factor Analysis and Model Calibration of Flash Glucose Monitoring System

陶国强 1高楠 2杨予潇 3汪星星 1寇祖亮4
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作者信息

  • 1. 上海浦南医院
  • 2. 上海大学理学院;上海大学新致中心
  • 3. 上海大学理学院
  • 4. 上海新致软件股份有限公司
  • 折叠

摘要

目的:探究连续血糖监测系统血糖检测误差的因素,构建校准模型.方法:以实际患者为研究对象,使用辅理善瞬感扫描式血糖仪测量间质液血糖浓度和常规指尖血的末梢血糖浓度,并采用Lasso回归模型进行特征筛选,以线性模型为例,构造分类校准模型.结论:性别、饮酒史、年龄、家族史、检测时间、体重、吸烟史均会影响连续血糖监测系统的血糖检测误差,将其纳入校准模型,可提高血糖检测的准确性.

Abstract

Objective:To explore the factors of blood glucose detection error in continuous blood glucose monitoring system and establish a calibration model.Methods:With actual patients as the research object,the blood glucose concentration of interstitial fluid and the peripheral blood glucose concentration of conventional fingertip blood were measured by the auxiliary quick sensing scanning glucose meter,and the feature screening was performed by Lasso regression model.The linear model was used as an example to construct a classification calibration model.Conclusion:Gender,drinking history,age,family history,detection time,weight and smoking history all affect the blood glu-cose detection errors of continuous blood glucose monitoring system,which can be included in the calibration model to improve the accuracy of blood glucose detection.

关键词

瞬感扫描式葡萄糖监测系统/2型糖尿病/模型校准

Key words

flash glucose monitoring system/type 2 diabetes mellitus/model calibration

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基金项目

浦东新区科委项目(PKJ2021-Y89)

出版年

2024
计量与测试技术
成都市计量监督检定测试所

计量与测试技术

影响因子:0.175
ISSN:1004-6941
参考文献量3
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