Propensity Score Matching of The Gymnastics for Diabetes Mellitus Using Logistic Regression

被引:2
|
作者
Otok, Bambang Widjanarko [1 ]
Aisyah, Amalia [1 ]
Purhadi [1 ]
Andari, Shofi [1 ]
机构
[1] Inst Teknol Sepuluh Nopember, Fac Math & Nat Sci, Dept Stat, Surabaya, Indonesia
来源
INTERNATIONAL CONFERENCE AND WORKSHOP ON MATHEMATICAL ANALYSIS AND ITS APPLICATIONS (ICWOMAA 2017) | 2017年 / 1913卷
关键词
confounding; diabetes mellitus; propensity score matching;
D O I
10.1063/1.5016668
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Diabetes Mellitus (DM) is a group of metabolic diseases with characteristics shows an abnormal blood glucose level occurring due to pancreatic insulin deficiency, decreased insulin effectiveness or both. The report from the ministry of health shows that DMs prevalence data of East Java province is 2.1%, while the DMs prevalence of Indonesia is only 1,5%. Given the high cases of DM in East Java, it needs the preventive action to control factors causing the complication of DM. This study aims to determine the combination factors causing the complication of DM to reduce the bias by confounding variables using Propensity Score Matching (PSM) with the method of propensity score estimation is binary logistic regression. The data used in this study is the medical record from As-Shafa clinic consisting of 6 covariates and health complication as response variable. The result of PSM analysis showed that there are 22 of 126 DMs patients attending gymnastics paired with patients who didnt attend to diabetes gymnastics. The Average Treatment of Treated (ATT) estimation results showed that the more patients who didnt attend to gymnastics, the more likely the risk for the patients having DMs complications.
引用
收藏
页数:8
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