• 제목/요약/키워드: Panel Logistic analysis

검색결과 188건 처리시간 0.022초

노인의 인지기능 저하 예측요인: 노인실태조사 패널자료를 이용하여 (Predictors of Cognitive Function Decline of Elderly : Using Living Conditions and Welfare Needs of Older Korean Persons Panel Data)

  • 박현경;송현종
    • 보건의료산업학회지
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    • 제10권3호
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    • pp.147-158
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    • 2016
  • Objectives : The aim of this study was to investigate predictors of cognitive function decline among community dwelling elderly. Methods : Data were analyzed from the Survey of Living Condition of Elderly panel study. Cognitive function was measured with the MMSE-KC at baseline and year 3. The study subjects were 5,464 community dwelling people aged 65 years or older who had no disability at baseline. Logistic regression analysis was used to predict cognitive function decline. Results : From 2008-2011, 4,417(80.8%) elderly people had no cognitive decline, and 1,074(19.2%) showed cognitive function decline measured by the MMSE-KC. After adjusting for demographics and baseline MMSE-KC score, the best predictors for cognitive function decline at 36 months were diabetes mellitus, smoking, low intensity physical activity, relationship with relatives and friends. Conclusions : Health promotion programs that are focused on the elderly are essential in preventing cognitive function decline. Promoting regular physical activity, and social relationships should be included in health promotion for elderly. When treating patients with diabetes, preventing cognitive impairment should be considered through education and counseling.

Impact of Perceived Cancer Risk on the Cancer Screening Rate in the General Korean Population: Results from the Korean Health Panel Survey Data

  • Kim, Jae-Hyun;Park, Eun-Cheol;Yoo, Ki-Bong
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권23호
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    • pp.10525-10529
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    • 2015
  • Objective: To investigate the relationship between the perception of cancer risk and likelihood of having undergone cancer screening. Materials and Methods: We used data from the Korean Health Panel Survey from December 2011 onward. Of 3,390 patients who visited a hospital during the previous year, we included data from 2,466 individuals; 924 samples were excluded due to missing data. Logistic regression analysis and the chi square test were used to investigate the association between perceived cancer risk and the likelihood of having undergone cancer screening. Results: For patients who perceived their risk of developing cancer during the next 10 years to be 30-40%, the odds ratio was increased 1.65 fold (95%CI: 1.223, 2.234) compared with those who perceived their risk to be almost zero. Although the difference was not statistically significant, perceiving cancer risk as either extremely low or extremely high appears to be associated with a reduced likelihood of having undergone cancer screening, resulting in an inverted U-shaped relationship. Conclusions: Physicians and researchers should be aware of the importance of the affective component of risk perception. Policies addressing the influence of cancer risk perception should be implemented in South Korea and worldwide.

한국 아동의 천식과 치아우식과의 관련성 (Relationship between asthma and dental caries in Korea children)

  • 이혜주
    • 융합정보논문지
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    • 제10권10호
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    • pp.273-278
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    • 2020
  • 본 연구의 목적은 한국 아동의 천식과 치아우식과의 연관성에 대해 확인하는 것이었다. 2017년도 제10차 한국아동패널 원시자료를 이용하여 9세 아동 331,457명의 천식과 치아우식과의 연관성을 알아보기 위해 로지스틱 회귀분석을 수행하였다. 연구 결과, 천식을 앓고 있는 아동은 건강한 아동에 비해 치아우식 위험이 2.75배 더 높은 것으로 확인되었다. 또한, 성별, 어머니의 국적, 어머니의 최종학력과 같은 교란변수를 보정한 치아우식의 위험은 2.78배였다. 결론적으로, 한국 아동의 치아우식은 천식과의 유의미한 연관성을 확인할 수 있었다. 향후 아동의 호흡기계 질환 및 치아우식의 연관성 및 이들의 인과관계를 명확하게 확인하기 위한 후속연구들이 필요할 것으로 예상된다.

한의 외래에서 첩약을 포함한 비급여 조제 한약 이용결정요인 분석 (Determinants analysis of uninsured herbal medicine utilization in the Korean Medicine outpatient service)

  • 김동수;김현민;임병묵
    • 대한예방한의학회지
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    • 제22권1호
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    • pp.1-14
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    • 2018
  • Objectives : This study aimed to analyze the characteristics of uninsured herbal medicine(UHM) users and the economic and social barriers of UHM utilization. Methods : We used the Korea Health Panel Data, representative national survey on medical utilization and cost, provided by National Health Insurance Service and Korea Institiute of Health and Social Affairs. The frequency analysis was used to identify the characteristics of the respondents, and the cross-analysis (${\chi}^2-test$) was used to verify the relationship between their characteristics and the usage of UHM. In order to analyze the determinants of using the UHM considering the individual's characteristics, logistic regression analysis and multiple regression analysis were conducted for those who used the Korean medicine (KM) outpatient service in 2015. Results : The usage of UHM was significantly lower for those (1) who's age of 20 to 65; (2) who have the university or higher education degree; (3) who live in Jeju province, and (4) who bought the herbal medicine for other health related purposes. On the other hand, the usage of UHM for those (1) who have the first quintile of household income; (2) who have the chronic respiratory disease; (3) who have been taking the medicine for health promotion purpose for more than 3 months and (4) who have purchased the food which has health promotion function was significantly higher than others. The patients who have chronic musculoskeletal diseases accounted the most among the UHM users. Conclusions : There was the considerable inequality in the usage of UHM among household income groups, which provides policy rationale for UHM to be covered by national health insurance. To facilitate the coverage expansion, restrictive covering model can be considered for children and adolescents, or for patients with muskuloskeletal diseases who have the high demand for UHM.

1인가구의 주관적 건강상태 변화: 잠재계층성장모형을 활용하여 (Trajectories of Self-rated Health among One-person Households: A Latent Class Growth Analysis)

  • 김은주;김향;윤주영
    • 지역사회간호학회지
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    • 제30권4호
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    • pp.449-459
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    • 2019
  • Purpose: The aim of this study is to explore different types of self-rated health trajectories among one-person households in Korea. Methods: We used five time-point data derived from Korea Health Panel (2011~2015). A latent growth curve modeling was used to assess the overall feature of self-rated health trajectory in one-person households, and a latent class growth modeling was used to determine the number and shape of trajectories. We then applied multinomial logistic regression on each class to explore the predicting variables. Results: We found that the overall slope of self-rated health in one-person households decreases. In addition, latent class analysis demonstrated three classes: 1) High-Decreasing class (i.e., high intercept, significantly decreasing slope), 2) Moderate-Decreasing class (i.e., average intercept, significantly decreasing slope), and 3) Low-Stable class (i.e., low intercept, flat and nonsignificant slope). The multinomial logistic regression analysis showed that the predictors of each class were different. Especially, one-person households with poor health condition early were at greater risk of being Low-Stable class compared with High-Decreasing class group. Conclusion: The findings of this study demonstrate that more attentions to one-person households are needed to promote their health status. Policymakers may develop different health and welfare programs depending on different characteristics of one-person household trajectory groups in Korea.

저시력 노인의 시력보조기구 사용에 영향을 미치는 요인에 관한 연구 (A Study on the Factors Affecting the use of Optical Aids by the aged with Low Vision)

  • 염동문;심미영;정상수
    • 재활복지공학회논문지
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    • 제8권3호
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    • pp.213-219
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    • 2014
  • 본 연구는 저시력 노인의 시력보조기구 사용에 영향을 미치는 요인을 탐색하기 위해 2차년도 한국노동연구원의 고령화연구패널에서 시력으로 일상생활이 어려운 만 65세 이상의 노인 384명을 최종분석에 활용하였다. 분석은 Andersen-Newman의 서비스 이용모델을 기반으로 선행요인, 가능성요인, 욕구요인으로 구분하여 각각의 요인들이 저시력 노인의 시력보조기 사용에 미치는 영향력을 살펴보기 위해 로지스틱 회귀분석(logistic regression)을 실시하였다. 분석결과 선행요인에서는 교육수준이 높고 미취업상태에서, 가능성 요인에서는 주관적 계층의식이 낮을수록, 욕구요인에서는 인지기능이 높을수록 시력보조기구 사용수준이 유의미하게 높아지는 것으로 나타났다. 이러한 결과를 토대로 연구의 제한점과 함의를 제안하였다.

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A Longitudinal Study on the Causal Association Between Smoking and Depression

  • Kang, Eun-Jeong;Lee, Jae-Hee
    • Journal of Preventive Medicine and Public Health
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    • 제43권3호
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    • pp.193-204
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    • 2010
  • Objectives: The objective of this study was to analyze the causal relationship between smoking and depression using longitudinal data. Methods: Two waves of the Korea Welfare Panel collected in 2006 and 2007 were used. The sample consisted of 14 426 in 2006 and 13 052 in 2007 who were aged 20 and older. Smoking was measured by smoking amount (none/$\geq$ two packs). Depression was defined when the summated CESD (center for epidemiological studies depression)-11 score was greater than or equal to 16. The causal relationship between smoking and depression was tested using logistic regression. In order to test the causal effect of smoking on depression, depression at year 2 was regressed on smoking status at year 1 only using the sample without depression at year 1. Likewise, smoking status at year 2 was regressed on depression at year 1 only using those who were not smoking at year 1 in order to test the causal effect of depression on smoking. The statistical package used was Stata 10.0. Sampling weights were applied to obtain the population estimation. Results: The logistic regression testing for the causal relationship between smoking and depression showed that smoking at year 1 was significantly related to depression at year 2. Smoking amounts associated with depression were different among age groups. On the other hand, the results from the logistic regression testing for the opposite direction of the relationship between smoking and depression found no significant association regardless of age group. Conclusions: The study results showed some evidence that smoking caused depression but not the other way around.

장애인의 재취업에 영향을 미치는 요인 분석 (Analysis of the Impact on the Re-Employment of the Persons with Disabilities)

  • 김용탁;구인순
    • 재활복지
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    • 제17권4호
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    • pp.151-176
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    • 2013
  • 본 연구의 목적은 장애인의 노동시장 재진입에 어떠한 요인이 영향을 미치는지 알아보고, 분석결과를 바탕으로 장애인 재취업 지원 정책에 대해 제언하는 것이다. 이를 위해 제4차 장애인 고용패널 자료를 활용하였으며, 분석대상은 1차~4차 패널 중에서 재취업자와 미취업자이다. 분석은 인적 요인, 장애요인, 편의요인, 사회적 요인 그리고 이전 직장 요인을 변수로 하였으며, 이 과정에서 전체 장애인과 남성 및 여성으로 구분하여 분석하였다. 분석 결과, 재취업에 미치는 요인으로는 성별, 학력, 만성 질병 여부, 일상생활에서의 타인의 도움 유무, 일자리 차별 경험 그리고 고용 형태 등으로 나타났다. 남성과 여성을 구분할 경우 남성은 정신적 일자리에서 재취업에 유리하지만, 여성은 배우자가 없는 경우(미혼이 아닌), 고용서비스를 받은 경우 재취업에 유리하였다. 이러한 분석을 통해 여성에 대한 취업 지원 정책의 구체화, 장애인의 취업과 의료 및 보건분야와의 연계, 일자리 차별 해소를 위한 대책 마련, 그리고 괜찮은 일자리로의 진입을 도모할 수 있는 정책 등이 마련되어야 한다는 점을 제안하였다.

청각장애인 보청기사용 영향요인에 관한 연구 (Study on Factors to Influence the Hearing-impaired in Relation to Their Using Hearing Aids)

  • 이성대;박정배;염동문
    • 재활복지공학회논문지
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    • 제8권2호
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    • pp.119-124
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    • 2014
  • 본 연구는 청각장애인의 보청기사용에 영향을 미치는 요인을 탐색하기 위해 4차년도 장애인 고용패널 521명을 대상으로 분석하였다. 분석은 Andersen-Newman의 서비스 이용모델을 기반으로 선행요인, 가능성 요인, 욕구요인으로 구분하여 각각의 요인들이 청각장애인의 보청기 사용에 미치는 영향력을 살펴보기 위해 로지스틱 회귀분석(logistic regression)을 실시하였다. 분석결과 선행요인에서는 연령과 교육수준이 높을수록, 가능성 요인에서는 총소득이 낮고 장애수용정도가 높을수록, 욕구요인에서는 장애등급이 낮을수록 보청기 사용수준이 유의미하게 높아지는 것으로 나타났다. 이러한 결과를 토대로 연구의 제한점과 함의를 제안하였다.

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청소년 우울 증상의 변화 궤적에 따른 잠재계층유형 및 영향요인 (Latent Classes of Depressive Symptom Trajectories of Adolescents and Determinants of Classes)

  • 김은주
    • 지역사회간호학회지
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    • 제33권3호
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    • pp.299-311
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    • 2022
  • Purpose: Untreated depression in adolescents affects their entire life. It is important to detect and intervene early depression in adolescence considering the characteristics of adolescent's depressive symptoms accompanied by internalization and externalization. The aim of this study was to identify latent classes of depressive symptom trajectories of adolescents and determinants of classes in Korea. Methods: The three time-point (2018~2020) data derived from the Korean Children and Youth Panel Survey 2018 were used (N=2,325). Latent Growth Curve Modeling (LGCM) was conducted to explore the depressive symptom trajectories in all adolescents, and Latent Class Growth Modeling (LCGM) was conducted to identify each latent class. Multinomial logistic regression analysis was performed to confirm the determinants of each latent class. Results: The LGCM results showed that there was no statistically significant change in all adolescents' depressive symptoms for 3 years. However, the LCGM results showed that four latent classes showing different trajectories were distinguished: 1) Low-stable (intercept=14.39, non-significant slope), 2) moderate-increasing (intercept=19.62, significantly increasing slope), 3) high-stable (intercept=26.30, non-significant slope), and 4) high-rapidly decreasing (intercept=26.34, significantly rapidly decreasing slope). The multinomial logistic regression analysis showed that the significant determinants (i.e., gender, self-esteem, aggression, somatization, peer relationship) of each latent class were different. Conclusion: When screening adolescent's depression, it is necessary to monitor not only direct depression symptoms but also self-esteem, aggression, somatization symptoms, and peer relationships. The findings of this study may be valuable for nurses and policy makers to develop mental health programs for adolescents.