scholarly journals Polyneuropathy disease forecast in the type 2 diabetes mellitus patients using data mining based approach

2019 ◽  
Vol 10 (4) ◽  
Author(s):  
Nur Kuban Torun
2020 ◽  
Vol 11 ◽  
Author(s):  
Mengzhao Cui ◽  
Xiaokun Gang ◽  
Fang Gao ◽  
Gang Wang ◽  
Xianchao Xiao ◽  
...  

2012 ◽  
Vol 27 (2) ◽  
pp. 197 ◽  
Author(s):  
Hye Soon Kim ◽  
A Mi Shin ◽  
Mi Kyung Kim ◽  
Yoon Nyun Kim

2021 ◽  
Vol 8 (4) ◽  
pp. 638-645
Author(s):  
W. Boutayeb ◽  
◽  
M. Badaoui ◽  
H. Al Ali ◽  
A. Boutayeb ◽  
...  

Prevalence of diabetes in Gulf countries is knowing a significant increase because of various risk factors, such as: obesity, unhealthy diet, physical inactivity and smoking. The aim of our proposed study is to use Data Mining and Data Analysis tools in order to determine different risk factors of the development of Type~2 diabetes mellitus (T2DM) in Gulf countries, from Gulf COAST dataset.


2012 ◽  
Vol 120 (01) ◽  
pp. 35-44 ◽  
Author(s):  
H. Li ◽  
B. Chen ◽  
N. Shah ◽  
Z. Wang ◽  
K. Eggleston

AbstractWe evaluated the factors associated with inpatient costs including total costs, pharmaceutical costs and laboratory costs for diabetes-related admissions.Using data for 960 adult patients admitted between May 2005 and April 2008 with a primary or secondary diagnosis of type 2 diabetes mellitus (DM) at Sir Run Run Shaw Hospital affiliated with Zhejiang University Medical School (SRRSH) in Hangzhou, China, we evaluate the association between patient characteristics and inpatient costs with multivariable regression analyses.Total inpatient costs were positively associated with age, higher UKPDS stroke risk score, and presence of any complication. A regression that included patient socioeconomic and clinical characteristics explained 21.5% of the variation in total inpatient costs; regression estimates indicate that patients with coronary artery disease, retinopathy, nephropathy, neuropathy, and diabetic foot had inpatient costs that were respectively 93.7%, 14.0%, 17.5%, 11.5% and 89.0% higher than otherwise similar patients without those complications. Pharmaceutical costs did not differ by insurance coverage. Insured patients spent 7–16% more on laboratory tests than otherwise similar patients did.Clinical factors, especially presence of diabetes-related complications, appear to be the primary determinants of variation in inpatient costs for patients with type 2 DM in China. To mitigate the health costs increases associated with China’s DM epidemic, policymakers should focus on cost-effective ways to manage patients in outpatient settings to prevent the complications associated with diabetes.


2018 ◽  
Vol 10 ◽  
pp. 100-107 ◽  
Author(s):  
Han Wu ◽  
Shengqi Yang ◽  
Zhangqin Huang ◽  
Jian He ◽  
Xiaoyi Wang

Sign in / Sign up

Export Citation Format

Share Document