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공복혈당장애와 제 2형 당뇨병의 위험요인 - 데이터마이닝을 이용하여
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- 영문명
- Risk Factors of Impaired Fasting Glucose and Type 2 Diabetes Mellitus - Using Datamining -
- 발행기관
- 한국역학회
- 저자명
- 류종선(Jongseon Ryu) 김순덕(Soonduck Kim) 박종순(Jongsoon Park) 이제숙(Jesuk Lee)
- 간행물 정보
- 『한국역학회지』韓國疫學會誌 第28卷 第2號, 138~151쪽, 전체 14쪽
- 주제분류
- 의약학 > 면역학
- 파일형태
- 발행일자
- 2006.12.01
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국문 초록
영문 초록
Purpose: This study aimed to contribute to overall public health by examining the prevalence rates of impaired fasting blood glucose and type 2 diabetes mellitus and developing a model to predict high risk factors for impaired fasting blood glucose and type 2 diabetes mellitus.
Methods: The 1998 Public Health Nutrition Survey data was used for this study. Subjects were 7,702 adult at the age of 20 or over. The frequency analysis, chisquared test was performed. A decision tree was utilized to define a model designed to predict high risk factors for impaired fasting glucose and type 2 diabetes mellitus.
Results: The prevalence rates of impaired fasting blood glucose was 10.8% and prevalence rates of type 2 diabetes mellitus was 9.4%. The decision tree analysis exhibited that age was strong factors for impaired fasting blood glucose. HDL cholesterol and kind of economic activities were high risk factors for impaired fasting blood glucose and type 2 diabetes mellitus on those in 20s. BMI, total cholesterol level, marriage status, sex for impaired fasting blood glucose and type 2 diabetes mellitus on those in 30s. The total cholesterol level, drinking and waist size were identified as risk factors on those in 40s. BMI, education level and hypertension seemed to have an impact on those in 50s. The waist size, sex and income had an impact on those in 60s.
Conclusions: This study underscores the need for the public health infrastructure to improve various health promotion programs for those who have risk factors for impaired fasting blood glucose and type 2 diabetes mellius. The implementation of effective nutrition, workout and anti-drinking programs will boost public health.
Methods: The 1998 Public Health Nutrition Survey data was used for this study. Subjects were 7,702 adult at the age of 20 or over. The frequency analysis, chisquared test was performed. A decision tree was utilized to define a model designed to predict high risk factors for impaired fasting glucose and type 2 diabetes mellitus.
Results: The prevalence rates of impaired fasting blood glucose was 10.8% and prevalence rates of type 2 diabetes mellitus was 9.4%. The decision tree analysis exhibited that age was strong factors for impaired fasting blood glucose. HDL cholesterol and kind of economic activities were high risk factors for impaired fasting blood glucose and type 2 diabetes mellitus on those in 20s. BMI, total cholesterol level, marriage status, sex for impaired fasting blood glucose and type 2 diabetes mellitus on those in 30s. The total cholesterol level, drinking and waist size were identified as risk factors on those in 40s. BMI, education level and hypertension seemed to have an impact on those in 50s. The waist size, sex and income had an impact on those in 60s.
Conclusions: This study underscores the need for the public health infrastructure to improve various health promotion programs for those who have risk factors for impaired fasting blood glucose and type 2 diabetes mellius. The implementation of effective nutrition, workout and anti-drinking programs will boost public health.
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연구대상 및 방법
연구성적
고찰
결론
참고문헌
=Abstract=
연구대상 및 방법
연구성적
고찰
결론
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=Abstract=
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