首页|机器学习及其算法在社区老年2型糖尿病血糖控制影响因素评估中的应用价值

机器学习及其算法在社区老年2型糖尿病血糖控制影响因素评估中的应用价值

Effect of a dynamic blood sugar monitoring system for blood sugar control in type 2 diabetes mellitus based on machine learning

扫码查看
目的 采用机器学习及其算法探讨社区老年 2 型糖尿病血糖控制影响因素,特别是动态血糖监测系统的价值.方法 筛选2021 年6 月至2022 年7 月张家口地区4 个社区的2 型糖尿病患者94 例,统计患者血糖水平,通过调研收集患者基线资料,采用自动分箱分析对患者血糖水平进行分类,关联规则法分析兴趣类血糖水平患者的基线资料间有效强关联规则.结果 患者血糖水平可分为三类,以最低类血糖水平为兴趣类.有效强关联规则共 5条:"合理血糖控制药物配伍:是"、"动态血糖监测系统:应用"、"合理饮食配伍:是"、"及时发现、报告和处置不良事件:是"均为导致最低类血糖水平的因素.其中,动态血糖监测系统的应用对血糖水平的降低最为重要.结论 通过机器学习算法挖掘的社区老年 2 型糖尿病控制影响因素具有一定价值和意义,其中动态血糖监测系统的应用值得推广和普及.
Objective To explore the influencing factors of blood sugar control in elderly type 2 diabetes mellitus(T2DM)in community,especially the value of dynamic blood sugar monitoring system,by using the machine learning and its algorithm.Methods A total of 94 T2DM patients were selected from 4 communities in Zhangjiakou from June 2021 to July 2022.Their blood sugar levels were recorded.Baseline data of the patients were collected through the research.The blood sugar levels were classified by using the automatic box analysis.The effective strong association rules between baseline data in the interest level blood sugar patients were analyzed by using the association rule method.Results The blood sugar levels of the patients could be divided into three categories.The lowest level was set as the interest category.There were 5 effective strong association rules,including"Reasonable blood sugar control drug compatibility:Yes","Dynamic blood sugar monitoring system:Application","Reasonable dietary compatibility:Yes","Timely detection,reporting,and disposal of adverse events:Yes".They were all influencing factors for the lowest blood sugar level.Among them,the application of a dynamic blood sugar monitoring system was the most important for reducing blood sugar levels.Conclusion The influencing factors of controlling T2DM among the elderly in the community mined by machine learning algorithm have certain value and significance.The application of a dynamic sugar monitoring system is worth popularizing and popularizing.

communityelderlytype 2 diabetes mellitusblood sugar control

刘美宏、董利平

展开 >

075000 河北省张家口市,河北北方学院附属第一医院老年医学科

社区 老年人 2型糖尿病 血糖控制

张家口市科学技术研究与发展计划项目

1621123H

2024

河北医药
河北省医学情报研究所

河北医药

CSTPCD
影响因子:1.075
ISSN:1002-7386
年,卷(期):2024.46(9)
  • 17