• Title/Summary/Keyword: 다중 로지스틱 회귀분석

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Related Factors for Health Check-up Attendance among Korean Adults in their 20s and 30s: Based on the 2020 KNHANES Data (한국 20·30대의 건강검진 수검률 관련요인: 국민건강영양조사 제8기 2차년도(2020) 자료를 중심으로)

  • Young-Ran Kim
    • Journal of Industrial Convergence
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    • v.22 no.2
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    • pp.135-141
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    • 2024
  • This study aimed to analyze the characteristics of health check-up recipients in their 20s and 30s in Korea and identify factors influencing the participation rate in order to enhance the rate of health check-ups. The study population and methods utilized data from the 8th year of the Korea National Health and Nutrition Examination Survey, specifically the 2nd year (2020), and targeted 1,453 Korean residents aged between 20 and 30. The factors affecting health check-up participation were divided into sociodemographic factors, health behavior factors, mental health factors, and medical utilization factors, and both simple logistic regression analysis and multiple logistic regression analysis were conducted. The analysis results showed that educational level, marital status, type of health insurance, employment status, and subjective level of health were the factors influencing health check-up participation among Korean individuals in their 20s and 30s. These research findings can serve as foundational data for improving the health check-up participation rate among individuals in their 20s and 30s.

Factors Associated with the Middle-aged or the Old-aged Koreans' Enrollment in Private Health Insurance (국내 중고령층의 민간의료보험 가입에 대한 영향 요인)

  • Kim, Hyo-Jin;Lee, Jae-Hee
    • The Journal of the Korea Contents Association
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    • v.12 no.12
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    • pp.683-693
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    • 2012
  • In this study we investigated the factors determining people's decision on whether to subscribe to private health insurance, on how many private health insurances they subscribe to and the average amount of monthly payment from subscribers of private health insurances. For analysis, logistic regression analysis and multiple linear regression analysis were conducted on the sample of 8,167 people using 2008 Korean Longitudinal Study of Ageing(KLoSA) data. From the analysis, whether to enroll in private health insurance is found to be greatly influenced by population and socioeconomic factors as well as regular exercise, smoking, cognitive function scores, subjective health status, hospitalization, the number of outpatient services, free primary health screenings benefits. We also found that number of private health insurances purchased is affected by age, household income, subjective health status, drinking, free primary health screenings benefits and that the average amount of monthly payment for private health insurances purchased is influenced by age, marriage status, economic activities status, subjective sense of hierarchy, household income, drinking, hospitalization. This study is expected to contribute to show the healthy role of private health insurance so that the desirable direction in expansion of health security policy in Korea can be explored further.

Categorical data analysis of sensory evaluation data with Hanwoo bull beef (한우 수소 고기 관능평가 데이터에 대한 범주형 자료 분석)

  • Lee, Hye-Jung;Cho, Soo-Hyun;Kim, Jae-Hee
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.5
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    • pp.819-827
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    • 2009
  • This study was conducted to investigate the relationship between the sociodemographic factors and the Korean consumers palatability evaluation grades with Hanwoo sensory evaluation data. The dichotomy logistic regression model and the multinomial logistic regression model are fitted with the independent variables such as the consumer living location, age, gender, occupation, monthly income, and beef cut and the the palatability grade as the dependent variable. Stepwise variable selection procedure is incorporated to find the final model and odds ratios are calculated to find the associations between categories.

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Risk Factors for Malassezia pachydermatis-associated Dermatitis in dogs: a Case-control Study (개에서 Malassezia pachydermatis에 의한 피부염의 위험요인에 관한 Case-control 연구)

  • Son-il Pak;Hwa-young Youn
    • Journal of Veterinary Clinics
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    • v.16 no.1
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    • pp.80-85
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    • 1999
  • Malassezia(Pityrosoprum) pachydermatis에 의한 피부염의 위험요인을 파악하고자 1997년 1월에서 1998년 12월까지 서울대학교 수의과대학 부속동물병원에 내원하여 본 질환으로 진단된 29두와 동일한 기간 동안 피부과 검사에서 임상적으로 건강한 개로 확인된 97 두의 대조군을 대상으로 분석하였다. 각 설명변수에 대한 교차비(odds ratio, OR)와 신뢰구간(confidence interval, CI)은 변수보정법을 사용하여 계산하였다. 다른 공변수를 보정한 상태에서 다중 로지스틱 회귀분석(multiple logistic regression analysis)을 시행한 결과 피부병기왕력(p=0.0059; OR, 4.44; CI, 1.5∼12.8)과 비만(p=0.0013; OR, 5.38; CI, 1.9∼14.9)은 유의한 위험요인으로 나타났다. 단변량 분석(univariate analysis)에서 주 사료로 고기를 섭취하는 경우 피부염의 위험이 높은 변수로 작용하였지만(p=0.0398; OR, 6.38; CI, 1.1∼37.3) 다른 공변수를 보정한 분석에서는 유의하지 않은 것으로 나타났다. 성별, 품종, 및 예방접종은 위험요인으로 작용하지 않았다.

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Record Linkage를 통해 본 영아 사망 요인 분석

  • Lee, Han-Na;Lee, Jong-Tae
    • Proceedings of the Korean Environmental Health Society Conference
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    • 2005.11a
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    • pp.121-125
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    • 2005
  • 우리나라 영아 사망은 계속 감소를 보이고 있으나 상대적으로 낮은 출산율이 최근 문제시되고 있다. 영아 사망률은 인구의 사회적 건강의 요인으로서 넓게 인식된다. 따라서 영아 사망률의 사인을 밝히는 것은 낮은 출생률에 대비하고 출생아가 건강한 성인으로 자라날 수 있는 토대를 마련하기 위해서 중요한 연구가 될 것이다. 이에 본 연구에서는 국내에서는 처음으로 Record linkage를 통해 2000년부터 2003년 까지의 출생 자료와 사망 자료를 통합하여 유아 사망에 영향을 미치는 요인을 분석하였다. 다중 로지스틱 회귀분석을 통해 관련 변수들을 보정한 상태에서 조산아의 유아 사망 위험비는 1.42(95%CI =1.25-1.63)로 나타났다. 그 외에 산모의 연령, 부모의 직업, 거주지역 등이 유의한 위험요인으로 나타났고 본 연구에서 저체중은 영아 사망의 위험 요인으로 나타나지 않았다.

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A Comparative Analysis on the Characteristics of ODI by Korean and Japanese Firms into Asian Continent (한국·일본의 대 아시아지역 직접투자 특성의 비교분석)

  • Kim, Seong Ki;Chae, Doo Byung;Kang, Han Gyoun
    • International Area Studies Review
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    • v.14 no.3
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    • pp.267-289
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    • 2010
  • The purpose of this paper is to compare the different characteristics of Korean and Japanese Overseas Direct Investment(ODI) in Asia. An empirical test consists of two parts, the determinants of ODI and the micro characteristics of subsidiaries in Asia between Korea and Japan. Multiple regression and logistic regression model are used in empirical tests as methodology. The coefficient of GDP is significant and positive sign to sole venture in both countries. The coefficient of CPA in Korea is significant and positive sign to joint venture but insignificant in Japan. The coefficient of WAGE in Korea is significant and positive sign to joint venture but is significant and negative sign to joint venture in Japan. The coefficient of LBIT is significant and positive sign to joint venture in Japan. The coefficient of HOME is significant and positive sign to sole venture in both countries.

The Relationship between Tinnitus and Socioeconomic Status in the Middle-Aged Population of South Korea (한국 중년층의 사회경제적 수준과 이명의 관련성)

  • Park, Hyo eun;Song, Hye Young
    • The Journal of Korean Society for School & Community Health Education
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    • v.20 no.1
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    • pp.97-111
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    • 2019
  • 목적: 최근 이명의 발생률이 증가하고 있으나 이명에 대한 정확한 원인 발견이 어려운 실정이다. 한국의 경우도 예외는 아니며, 사회경제적 상태에 따른 이명여부를 분석하고자 한다. 방법: 국민건강영양조사 제 5기(2010-2012)의 원시자료를 이용하였으며, 연구 대상자인 40세 이상 12,041명을 다중 로지스틱 회귀분석을 실시하였다(95% CI). 결과: 40세 이상 중년인구의 사회경제적 상태에 따른 이명여부는 통계학적으로 유의한 차이가 있는 것으로 나타났다. 이명의 발생여부는 연령이 높을수록(p<.0001), 직업군에 따라서(p<.0001), 대사증후군이 있는 자(p<.0001), 교육수준이 낮을수록(p<.0001), 기초생활수급자(p<.0001), 배우자가 없는 자(p<.0001), 스트레스가 많을수록(p<.0001), 우울증이 높을수록(p=.0034) 이명이 발생하였다. 회귀분석 결과 여성의 경우 대상자의 학력이 초등학교 이하인 그룹에서 교차비가 높았으며(OR:1.784, 1.322-2.408) 소득이 하위계층인 그룹에서 교차비가 높았다(OR:1.591, 1.293-19.58). 하지만 남성의 경우에는 유의한 결과가 나오지 않았다. 결론: 본 연구는 40세 이상 중년인구의 사회 경제적 상태에 따른 이명여부를 파악함으로써 남성보다 여성에서 사회경제적 수준에 따라 이명여부에 영향을 많이 받는 것을 밝혀낸 것에 연구의 의의가 있다.

Medical Service Satisfaction on the Patients Utilizing a Day-Case Surgical Center in Korea (국내 당일수술센터 이용환자의 의료서비스 만족도분석)

  • Lee, Seong-Ran
    • Proceedings of the KAIS Fall Conference
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    • 2009.12a
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    • pp.314-317
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    • 2009
  • 본 연구는 국내 당일수술센터 이용환자의 의료서비스 만족도와 관련된 요인들을 규명하기 위해 시도하였다. 설문조사는 2009년 1월 13일부터 2월 13일까지 한 종합병원에서 독립적으로 운영하는 당일 수술센터를 이용하는 환자들로부터 도출했다. 연구결과 당일수술환자는 수술과 입원경험은 적었고 본인의 건강 관심도는 높은 것으로 나타났다. 수술대기시간과 수술시간은 의료서비스 질에 유의한 차이가 있었다(P<0.05). 다중 로지스틱 회귀분석에서 당일수술환자의 인식도에 영향을 주는 것은 연령과 교육수준으로 나타났다(P<0.05). 따라서 당일수술률을 증가하기 위해서 당일수술의 이점에 대한 정보를 제공하고 수술전 교육이 필요하다.

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Effects of ATP2B1 Variants on the Systolic and Diastolic Blood Pressure according to the Degree of Obesity in the South Korean Population (한국인에게서 ATP2B1 유전 변이가 비만 정도에 따른 수축기 혈압과 이완기 혈압에 미치는 영향)

  • Kim, Gi Tae;Kim, In Sik;Jee, Sun Ha;Sull, Jae Woong
    • Korean Journal of Clinical Laboratory Science
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    • v.52 no.1
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    • pp.45-52
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    • 2020
  • Hypertension often leads to cardiovascular disease and kidney disease, and hypertention is an important worldwide problem. Body mass index (BMI) has an important role for raising blood pressure. Further, hypertension can be affected by both environmental factors and genetic factors. Many single nucleotide polymorphisms have been associated with hypertension. Genome wide association study (GWAS) is a method of confirming a new locus of increasing the risk of disease, and GWAS has confirmed several single nucleotide polymorphisms (SNPs) that are associated with high blood pressure. This study analyzed the relationship between systolic blood pressure, diastolic blood pressure and SNP of the ATP2B1 gene in 994 Koreans. SNPs that showed the highest statistical significance with systolic and diastolic blood pressures were selected on the multiple linear regression analysis. One-way analysis of variance for systolic and diastolic blood pressures was performed, and multiple logistic regression analysis was performed on the risk of hypertension. The P values were two-tailed, and P<0.05 was considered significant. Four SNPs were associated with systolic blood pressure and six SNPs were associated with diastolic blood pressure. In addition, a genotype-based analysis showed significant odds ratios for the risk of hypertension in older men (adjusted OR, 5.743; 95% CI, 1.173~28.121; P=0.031). This study suggests that the ATP2B1 variants affect both the systolic and diastolic blood pressure.

Vitamin D deficiency of the twenties in Korea : Based on Korea National Health and Nutrition Examination Survey V (한국 20대의 비타민 D 결핍 관련요인 분석 : 제 5기 국민건강영양조사를 이용하여)

  • Joo, Mi-Hyun;Lee, San-Hui;Lee, Yun-Kyung;Ryu, So-Yeon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.5
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    • pp.303-311
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    • 2018
  • The aim of this study was to investigate vitamin D status and factors associated with vitamin D deficiency among Koreans in their using Korean National Health and Nutrition Examination Survey (KNHANES) V. The subjects were 1,837 people who were 20-29 years old. The data were analyzed by ${\chi}^2$ test and multiple logistic regression analysis using weighted composite sample analysis. Vitamin D deficiency was reveled in 84.2% of subjects; 88.6% of women and 79.4% of men showed deficiency. In the multiple logistic regression analysis, the risk for vitamin D deficiency was higher in women (OR 1.84; 95% CI 1.31-2.56), non-married (OR 2.12; 95% CI 1.41-3.19), poor subjective health status (OR 1.94; 95% CI 1.16-3.25), and in the absence of moderate to vigorous physical activity (OR 3.38; 95% CI 1.85-6.16). Continued research on vitamin D levels at this time is needed since vitamin D deficiency among Koreans in their twenties will exacerbate health problems, both individually and socially. In addition, vitamin D has been shown to be closely related to time of exposure to sunlight and physical activity. Therefore, it is thought that long-term and planned efforts should be made at the national level, such as establishing schools and workplaces in which those in their twenties can perform outdoor activities and moderate to vigorous physical activity.