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데이터 마이닝을 이용한 서울시교직원의 피로요인 탐색연구
An Exploratory Study of Fatigue Related Factors among School Personnelin Seoul by Data mining

첫 페이지 보기
  • 발행기관
    한국학교보건학회 바로가기
  • 간행물
    한국학교보건학회지 KCI 등재후보 바로가기
  • 통권
    Vol.19 No.1 (2006.06)바로가기
  • 페이지
    pp.79-88
  • 저자
    이희우, 신선미
  • 언어
    한국어(KOR)
  • URL
    https://www.earticle.net/Article/A162398

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원문정보

초록

영어
Purpose : To identify general characteristics of school personnel with recent fatigue which was the most frequent symptom among subjective symptoms and to explore fatigue-related factors by evaluating physical and perceived health status, life style, and symptoms through data mining techniques. Methods : We collected a data of the 1,147(male 545, female 602) who were elementary, middle, or high school personnel, answered a questionnaire, and received physical examination in Seoul School Health Center from September to November in 2000. And we investigated the differences between fatigue group and non-fatigue group for demographic characteristics, physical health status, perceived health status, symptoms, and laboratory values by frequency, chi-square test, t-test, or simple logistic regression analysis by SAS package 8.1, and then selected significant variables as input variables of a decision tree analysis of CART model by SAS E-miner. Results : In general characteristics, the fatigue consisted of 41.1%(male 35.2%, female 46.4%) among 1,147 school personnel. In classical statistics, factors related with fatigue were female, lower means of systolic and diastolic pressure, young age, personnel in middle school, irregular eating habit, no exercise a week or less than 30minutes exercise a day, perception of unhealthy status, and subjective symptoms including short of breath at exercise. In simple logistic regression to examine the relationship between selected independent variables and fatigue as a dependent variable, the odds ratio of gender (female vs male) was 1.58 times, and young age ( 20s vs 60s) 20.67 times, and middle vs high school personnel 1.86 times. However, we mined combined several characteristics by SAS-E miner. In CART model, if health perception was healthy, and age was >= 37.5 years, the proportion of the fatigue was only 19.3%. but if health perception was not healthy and symptom was severe 'short of breath' during exercise and age was < 53.5 years, and BMI was >= 22.69, the proportion of the fatigue was up to 84.8%. Conclusions : The fatigue consisted of 41.1%(male 35.2%, female 46.4%). In classical statistics, fatigue-related factors among school personnel were young age, female gender, perceived unhealthy status, subjective physical symptoms, poor life-style, and lower blood pressure rather than only physical health status. However, in data mining, if health perception was healthy and age was >= 37.5 years, the proportion of the fatigue was only 19.3%. but if health perception was not healthy and symptom was severe 'short of breath' during exercise and age was < 53.5 years, and BMI was >= 22.69, the proportion of the fatigue was up to 84.8%.

목차

ABSTRACT
 Ⅰ. 서론
  1. 연구 배경
  2. 연구의 목적
 Ⅱ. 연구 방법
  1. 연구 설계
  2. 연구 대상
  3. 연구 자료
  4. 분석 항목
  5. 분석방법
 Ⅲ. 연구 결과
  1. 연구대상자의 일반적 특성에 따른 ‘피로’의 현황
  2. 신체건강상태와 '피로'의 분포
  3. 일반적 특성, 건강행위, 현재건강상태 인지에서의‘피로’관련 변인
  4. 데이터 마이닝을 이용한 ‘피로’ 모형의 투입 변수
  5. 모형 평가
  6. CART알고리즘에 의한 의사결정 나무 모형
 Ⅳ. 고찰
 Ⅴ. 결론 및 제언
 참고 문헌

키워드

fatigue; data mining; school personnel

저자

  • 이희우 [ Hee Woo Lee | 서울특별시학교보건진흥원 ]
  • 신선미 [ Sun Mi Shin | 연세대학교 간호정책연구소 ] 교신저자

참고문헌

자료제공 : 네이버학술정보

간행물 정보

발행기관

  • 발행기관명
    한국학교보건학회 [The Korean Society of School Health]
  • 설립연도
    1987
  • 분야
    의약학>예방의학
  • 소개
    한국학교보건학회는 1987년 8월 21일 학교보건에 관심을 가지고 있던 학계 및 교육행정계 인사 등 13인이 참여한 가운데 서울대학교 보건대학원에서 발기인대회를 개최하였다. 그 후 동년 9월 25일 전국에 있는 학교보건전문가 200인이 회원으로 참석한 가운데 서울팔레스호텔에서 창립총회를 개최하였다. 본 학회는 회장 1인, 부회장 2인, 이사 20인 내외와 감사 2인을 두도록 되어 있다. 회장 임기는 2년(중임 가능)이며, 이사진 구성은 각계 학교보건에 관심을 갖는 다양한 인력의 참여를 위하여 교수, 행정관, 실무자가 두루 포함되도록 하였다. 회원자격은 학교보건분야의 학식과 경험이 있는 자로서 학교보건학계와 학교보건실무자 중 학회의 목적에 동의하는 자로서, 전공영역별로는 간호학, 의학, 영양학, 체육학, 보건학, 교육학, 치의학, 약학, 한의학 및 관련분야 전공 교수 및 교사, 행정직이 포함되어 있다.

간행물

  • 간행물명
    한국학교보건학회지 [The Journal of the korean society of school health]
  • 간기
    연3회
  • pISSN
    1225-9608
  • eISSN
    2288-9957
  • 수록기간
    1988~2026
  • 등재여부
    KCI 등재
  • 십진분류
    KDC 372 DDC 610

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