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Analyzing Preliminary Survey Results for the Establishment of a Korean Medicine Chronic Disease Management Program : Insights from Patients with Diabetes and Pre-diabetes. (한의 당뇨 만성질환 관리제 구축을 위한 사전 설문조사 결과 분석 - 당뇨 및 당뇨 전단계 환자를 대상으로)

  • Huiyong Kwak;Eunji Ahn;Soeun Park;Dongsu Kim
    • Journal of Society of Preventive Korean Medicine
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    • v.27 no.3
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    • pp.47-67
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    • 2023
  • Objectives : The objective of this study is to examine the findings of a survey assessing the treatment and management status of individuals with diabetes and pre-diabetes, along with their inclination to participate in the Korean Medicine Chronic Disease Management Program. Methods : The survey focused on individuals with diabetes and pre-diabetes, gathering information on respondents' demographic details, diabetes diagnosis, duration of diabetes, attitudes and experiences regarding Korean medicine diabetes treatment, and their willingness to participate in the 'Korean Medicine Chronic Disease Management Program'. Results : 33.1% of participants reported prior experience with Korean medicine treatment for diabetes. The intention to actively utilize Korean medicine treatment was positively observed, with a response rate of 61.1% expressing a favorable inclination and 8.9% indicating a negative stance. Furthermore, 75.3% of patients expressed their intention to participate in the 'Korean Medicine Chronic Disease Management Program' in the future. Among those expressing this intention, 81.4% stated a preference for the 'Korean-Western medicine combined management' in the chronic disease management Program. Conclusions : Patients' willingness to participate in 'Korean Medicine Diabetes Management Program' is high, but lack of information about Korean medicine is a factor that deprives people of the opportunity to experience Korean medicine treatment, and non-medical factors such as difficulty in visiting and administrative complexity are factors that impede participation in the 'Korean Medicine Chronic Disease Management Program'. It should be considered for improvement when formulating policies.

Factors Influencing Fundus Examination in Patients with Diabetes (당뇨병 환자의 안저검사 수검 영향요인)

  • An, Soodeuk;Yu, Jungok
    • Journal of Korean Public Health Nursing
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    • v.32 no.1
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    • pp.44-55
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    • 2018
  • Purpose: This study was conducted to identify factors influencing fundus examination to prevent diabetic retinopathy in diabetes patients to provide basic data to improve screening rates of fundus examinations. Methods: Raw data from the 6th Korea National Health and Nutrition Examination Survey, which is a cross-sectional and nationally representative survey, were used in this study. The subjects of the study were 1,029 adult diabetes patients over the age of 19 years who had been diagnosed with diabetes. The demographic characteristics, diabetes and disease-related characteristics and health behavior characteristics according to the fundus examinations were analyzed by the chi-squared test and logistic regression analyses were used to examine the factors influencing fundus examination. Results: A total of 333 patients underwent fundus examination at a screening rate of 32.2%. We identified factors influencing fundus examination in patients with diabetes as level of education, type of diabetes care, period of diabetes, and smoking. Conclusion: A multiple approach is required to raise the low screening rate of fundus examination, including specialized education for low-education groups. Moreover, nursing intervention should focus on subjects who do not engage in insulin and oral hypoglycemic agents and with diabetes for a long period.

Health Behavior Factors Related Type 2 Diabetes by Obesity for Health Promotion in Adolescents (청소년 건강증진교육을 위한 비만여부에 따른 당뇨병 관련 건강행태)

  • Paek, Kyung-Won;Chun, Ki-Hong
    • Journal of the Korean Society of School Health
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    • v.21 no.2
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    • pp.61-73
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    • 2008
  • Purpose: Several health behavior factors affect the incidence of type 2 diabetes. Especially, obesity, which causes insulin resistance, is the most important determinant of diabetes. Therefore, we expect the risk factors associated with insulin resistance and type 2 diabetes are affected by obesity and, additionally, the related factors with diabetes caused by obesity can be controlled. Methods: This study used data collected from the 2001 Korea National Health and Nutrition Examination Survey (KNHANES). A stratified multistage probability sampling method was applied and the final sample included 5,500 subjects over 30 years old who had completed necessary health examinations and health behaviors survey. Results: The risk factors associated with type 2 diabetes are affected by obesity. According to logistic regression model stratified by body mass index (BMI) and sex, abdominal obesity and age were the significant risk factors of diabetes regardless of sex and BMI. However, drinking, smoking, total energy consumption, and protein consumption were risk factors for women with normal BMI, while carbohydrate consumption was a risk factor for man with normal BMI. Sleeping hours affected diabetes for women with obesity and fiber consumption was a risk factor for both women and men with obesity. In addition, statistically the family history of diabetes was a significant risk factor only in the group with normal weight, not in the group with obesity. Conclusion: The study results will provide information for implementing a regional initiative of type 2 diabetes prevention by BMI.

Patterns of Diagnosis and Risk Factors for Type 2 Diabetes in Women with a History of Gestational Diabetes Mellitus (임신성 당뇨 과거력을 가진 여성의 2형 당뇨진단 양상과 관련요인)

  • Choi, Mi Jin;Chung, Chae Weon
    • Perspectives in Nursing Science
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    • v.13 no.1
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    • pp.17-28
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    • 2016
  • Purpose: This study aimed to identify patterns of diagnosis and to explore risk factors for type 2 diabetes beyond the postpartum period in women with a previous history of gestational diabetes, and to identify differences in such risk factors between early and late-onset (aged <45 and ${\geq}45$). Methods: Using epidemiological data from the Korean Genome and Epidemiology Study, a retrospective analysis of 175 women with various timings of type 2 diabetes diagnosis was performed. Results: The average age ($42.6{\pm}10.6$) at type 2 diabetes diagnosis was earlier than the general population, and obesity was prevalent with marked weight gains around 35 years old. Longer duration of breastfeeding was observed in women with late-onset of type 2 diabetes. Conclusion: For prevention of type 2 diabetes, early intervention is required, and modifiable factors such as weight control and breastfeeding should be taken into consideration for intervention strategies.

Latent Autoimmune Diabetes in Adults: A Review on Clinical Implications and Management

  • Pieralice, Silvia;Pozzilli, Paolo
    • Diabetes and Metabolism Journal
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    • v.42 no.6
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    • pp.451-464
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    • 2018
  • Latent autoimmune diabetes in adults (LADA) is a heterogeneous disease characterized by a less intensive autoimmune process and a broad clinical phenotype compared to classical type 1 diabetes mellitus (T1DM), sharing features with both type 2 diabetes mellitus (T2DM) and T1DM. Since patients affected by LADA are initially insulin independent and recognizable only by testing for islet-cell autoantibodies, it could be difficult to identify LADA in clinical setting and a high misdiagnosis rate still remains among patients with T2DM. Ideally, islet-cell autoantibodies screening should be performed in subjects with newly diagnosed T2DM, ensuring a closer monitoring of those resulted positive and avoiding treatment of hyperglycaemia which might increase the rate of ${\beta}-cells$ loss. Thus, since the autoimmune process in LADA seems to be slower than in classical T1DM, there is a wider window for new therapeutic interventions that may slow down ${\beta}-cell$ failure. This review summarizes the current understanding of LADA, by evaluating data from most recent studies, the actual gaps in diagnosis and management. Finally, we critically highlight and discuss novel findings and future perspectives on the therapeutic approach in LADA.

Factors related to undiagnosed diabetes in Korean adults: a secondary data analysis (한국 성인의 당뇨병 미진단 비율 영향요인: 2차 자료 분석 연구)

  • Bohyun Kim
    • Journal of Korean Biological Nursing Science
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    • v.25 no.4
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    • pp.295-305
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    • 2023
  • Purpose: This study compared health behaviors and health-related clinical characteristics between individuals with normal glucose levels without diabetes and those with undiagnosed diabetes. Factors that were associated with undiagnosed diabetes were identified by sex. Methods: This was an observational study with a cross-sectional design based on data from the eighth Korea National Health and Nutrition Examination Survey, which used a stratified, multi-stage, cluster-sampling design to obtain a nationally representative sample. Multiple logistic regression analysis was employed to compute the odds ratios of health behaviors and clinical characteristics to identify risk factors for undiagnosed diabetes. Results: The overall prevalence of undiagnosed diabetes was 5.2% (weighted %, n = 700, p < .001). Among individuals with undiagnosed diabetes, 58.3% were men. Univariate logistic regression for undiagnosed diabetes identified sex, age, house income, educational level, and triglycerides as influencing factors. In multiple logistic regression by sex, the factors associated with undiagnosed diabetes in men were age, perceived health status, a diagnosis of angina, and triglycerides. Conclusion: Strategies should be targeted to improve health behaviors and clinical characteristics for specific age groups, men in bad perceived health status, women with high systolic blood pressure, and high triglycerides. Moreover, healthcare providers should understand the barriers to health behaviors and health-related quality of life to effectively deliver healthcare services.

A Case Report of Paralytic Patient Associated with Diabetes Mellitus (당뇨를 동반한 뇌경색 환자의 천화산가미방 치험 1례)

  • Kim, Byoung-Woo
    • Journal of Pharmacopuncture
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    • v.12 no.3
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    • pp.97-102
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    • 2009
  • Objectives : This report aimed to study of paralytic patient associated with Diabetes Mellitus. Methods : Diabetes Mellitus has one of the highest death rate, because of it induces various complications. Especially paralytic patients who associated with diabetes mellitus are slow in recovery and easy to induce many complications. So control of the diabetes mellitus is the most important thing to treatment. We observed and treated with Cheunhwasangamibang and acupunture. Results : The paralytic patient with Diabetes Mellitus was treatment with Cheunhwasangamibang and improvement was seen. Conclusions : Results in this case support a role for Cheunhwasangamibang in controlling Diabetes Mellitus.

Clinical Characteristics of Coronary Artery Disease Patients by Comorbidity of Diabetes Mellitus (당뇨병을 동반한 관상동맥질환자의 임상적 특성)

  • Choi, Eun-Ha;Song, Mi-Soon
    • Journal of Korean Critical Care Nursing
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    • v.4 no.1
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    • pp.1-10
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    • 2011
  • Purpose: The study was conducted to find out clinical characteristics for coronary artery disease patients with diabetes mellitus. Methods: We retrospectively reviewed the electronic medical records which included the data of 6,792 patients, who had been diagnosed coronary artery disease (CAD) such as angina or acute myocardial infarction and admitted to a university hospital in Seoul from January, 2005 to November, 2010. Results: Of the 6,792 patients, 43% had been diagnosed diabetes as comorbidity. The CAD patients with diabetes had lower left ventricular ejection fraction, stayed longer at hospital, and spent on more time from the first symptom to hospital visit than those without diabetes. In addition, they were more likely to have multi vessel coronary artery disease. Conclusion: The CAD patients with diabetes lay on the various factors which can make more worsen condition. Hence, we need to pay attention to specialized nursing care and patient education for the CAD patients with diabetes.

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A Research on Accuracy Improvement of Diabetes Recognition Factors Based on XGBoost

  • Shin, Yongsub;Yun, Dai Yeol;Moon, Seok-Jae;Hwang, Chi-gon
    • International journal of advanced smart convergence
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    • v.10 no.2
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    • pp.73-78
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    • 2021
  • Recently, the number of people who visit the hospital due to diabetes is increasing. According to the Korean Diabetes Association, it is statistically indicated that one in seven adults aged 30 years or older in Korea suffers from diabetes, and it is expected to be more if the pre-diabetes, fasting blood sugar disorders, are combined. In the last study, the validity of Triglyceride and Cholesterol associated with diabetes was confirmed and analyzed using Random Forest. Random Forest has a disadvantage that as the amount of data increases, it uses more memory and slows down the speed. Therefore, in this paper, we compared and analyzed Random Forest and XGBoost, focusing on improvement of learning speed and prevention of memory waste, which are mainly dealt with in machine learning. Using XGBoost, the problem of slowing down and wasting memory was solved, and the accuracy of the diabetes recognition factor was further increased.