• Title/Summary/Keyword: Binomial data

검색결과 347건 처리시간 0.024초

보육시설 아동의 감염성 질환 예방 관리를 위한 한의사 주치의 프로그램 개발 및 평가 (Development and Evaluation of Comprehensive Health Care Program for Infectious Disease Management in Child Care Centers by Doctor of Korean Medicine)

  • 박지민;박민정;조병희
    • 보건교육건강증진학회지
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    • 제30권1호
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    • pp.65-81
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    • 2013
  • Objectives: The present study was carried out to develop and evaluate comprehensive health care program to prevent infectious disease and promote health in child-care centers by Doctor of Korean medicine. Methods: A nonequivalent control group pretest-posttest design study was conducted on 568 children and 85 child care teacher at 12 child care facilities for 12 weeks from July to October 2012. The program was consist of management, education, screening under concepts of traditional preventive medicine, Yangsaeng and Chimibyeong. Children's medical utilization due to infectious disease and attendance means functional status were measured by reports from parents. The Difference in difference(DID) estimator was applied data analysis, and added Zero-inflated negative binomial regression model. Also, attitudes on the infection of teacher was measured and analyzed through t-test. Results: After the intervention, the total medical utilization due to infectious disease decreased, but not significantly. Total absence, early leave and lateness decreased significantly. But, Attitude on the infection of child care teacher was not changed. The parent's satisfaction showed positive overall. Conclusions: The intervention program may be effective in preventing infectious disease and managing health in child-care center partially. To measure long-term effect, long-term study improved is requested.

Forecasting of the COVID-19 pandemic situation of Korea

  • Goo, Taewan;Apio, Catherine;Heo, Gyujin;Lee, Doeun;Lee, Jong Hyeok;Lim, Jisun;Han, Kyulhee;Park, Taesung
    • Genomics & Informatics
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    • 제19권1호
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    • pp.11.1-11.8
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    • 2021
  • For the novel coronavirus disease 2019 (COVID-19), predictive modeling, in the literature, uses broadly susceptible exposed infected recoverd (SEIR)/SIR, agent-based, curve-fitting models. Governments and legislative bodies rely on insights from prediction models to suggest new policies and to assess the effectiveness of enforced policies. Therefore, access to accurate outbreak prediction models is essential to obtain insights into the likely spread and consequences of infectious diseases. The objective of this study is to predict the future COVID-19 situation of Korea. Here, we employed 5 models for this analysis; SEIR, local linear regression (LLR), negative binomial (NB) regression, segment Poisson, deep-learning based long short-term memory models (LSTM) and tree based gradient boosting machine (GBM). After prediction, model performance comparison was evelauated using relative mean squared errors (RMSE) for two sets of train (January 20, 2020-December 31, 2020 and January 20, 2020-January 31, 2021) and testing data (January 1, 2021-February 28, 2021 and February 1, 2021-February 28, 2021) . Except for segmented Poisson model, the other models predicted a decline in the daily confirmed cases in the country for the coming future. RMSE values' comparison showed that LLR, GBM, SEIR, NB, and LSTM respectively, performed well in the forecasting of the pandemic situation of the country. A good understanding of the epidemic dynamics would greatly enhance the control and prevention of COVID-19 and other infectious diseases. Therefore, with increasing daily confirmed cases since this year, these results could help in the pandemic response by informing decisions about planning, resource allocation, and decision concerning social distancing policies.

Insufficient Rest Breaks at Workplace and Musculoskeletal Disorders Among Korean Kitchen Workers

  • Park, Sungjin;Lee, Jongin;Lee, June-Hee
    • Safety and Health at Work
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    • 제12권2호
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    • pp.225-229
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    • 2021
  • Background: The socioeconomic burden of musculoskeletal disorders (MSDs) is significant, and kitchen work is a high-risk occupation for MSDs due to the intensive manual workload and repetitive movements that are involved. However, there are very few studies on MSDs and rest breaks as a workplace intervention among kitchen workers. This study examined the relationship between insufficient rest breaks and increased MSD risk among Korean kitchen workers. Methods: Sociodemographic and occupational factors of 1,909 kitchen workers were collected from the 3rd-4th Korean Working Conditions Survey data. Five items on rest breaks at work were categorized into two groups, "sufficient" and "insufficient." The number of MSDs and work-related MSDs (WMSDs), an outcome variable, was obtained from the sum of MSDs/WMSDs in three anatomical sites (back, neck, and upper limb, lower limb). The association between rest breaks and MSDs was estimated using zeroinflated negative binomial analyses, with adjustments for age, education level, and weekly working hours, and the analyses were stratified by sex. Results: After adjustment, significant associations were found between insufficient rest breaks and an increased risk of MSDs (odds ratio [OR] 1.68 95% confidence interval [CI] 1.11-2.54) and WMSDs (OR 1.40 95% CI 1.01-1.96) among female kitchen workers. Insufficient rest breaks were significantly associated with MSDs in female kitchen workers in all three anatomical sites. Conclusion: This study emphasizes the need for rest breaks as a workplace intervention for preventing MSDs in kitchen workers. Further studies to reveal the causality of this relationship are required.

대졸 청년층의 내일배움카드제 참여경험과 노동시장 성과 (A Study on Individual Training Account System Experiences and Labor Market Outcomes of the College Graduate Youth)

  • 권혜영
    • 한국사회정책
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    • 제23권1호
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    • pp.151-178
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    • 2016
  • 본 연구는 대졸 청년층의 내일배움카드제 참여현황을 살펴보고, 참여경험이 대졸 청년층의 노동시장 성과에 미치는 영향을 분석하였다. 이를 위해 2012년 대졸자직업이동경로조사 자료를 활용하였으며, 다중회귀분석과 이항 로지스틱 회귀분석을 사용하여 분석하였다. 분석결과, 내일배움카드제에 대해 들어본 경험이 있는 경우는 2,707명(27.6%)이며, 이중 실질적으로 참여한 사람은 695명(25.7%)으로 나타났다. 내일배움카드제의 참여경험이 노동시장 성과에 미치는 영향을 분석한 결과 참여경험은 취업여부와 고용형태(정규직취업)에 있어 긍정적인 유의미한 영향을 미치는 것으로 나타난 반면, 월평균임금에 있어서는 긍정적인 영향을 미치지 못하는 것으로 나타났다. 이를 바탕으로 연구결과의 함의를 도출하고, 내일배움카드제의 정책 효과성 향상을 위한 정책 과제를 제안하였다.

Open Communication About Reproductive Health Is Associated With Comprehensive HIV Knowledge and a Non-stigmatising Attitude Among Indonesian Youth: A Cross-sectional Study

  • Wirawan, Gede Benny Setia;Gustina, Ni Luh Zallila;Januraga, Pande Putu
    • Journal of Preventive Medicine and Public Health
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    • 제55권4호
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    • pp.342-350
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    • 2022
  • Objectives: Human immunodeficiency virus (HIV) prevention among youth seems under-prioritised compared to other key populations. HIV knowledge and stigma are important parts of HIV prevention. To inform HIV prevention among youths, this study quantitatively analysed the associations between open communication regarding sexuality and sexual health, comprehensive HIV knowledge, and non-stigmatising attitudes in Indonesia. Methods: This study used data from the Indonesian Demographic and Health Survey (IDHS) 2017. The analysis included unmarried men and women aged 15-25 years old. Comprehensive HIV knowledge and a stigmatising attitude were defined according to the IDHS 2017. Open communication about sexuality and sexual health was defined as the number of people with whom participants could openly discuss these topics in their direct network of friends, family, and service providers, with a scale ranging from 0 to a maximum of 7. Primary analysis used binomial logistic regression with weighting adjustments. Results: The final analysis included 22 864 respondents. Twenty-two percent of youth had no one in their direct network with whom to openly discuss sexual matters, only 14.1% had comprehensive HIV knowledge, and 85.9% showed stigmatising attitudes. Youth mostly discussed sex with their friends (55.2%), and were less likely to discuss it with family members, showing a predominant pattern of peer-to-peer communication. Multivariate analysis showed that having a larger network for communication about sexuality and sexual health was associated with more HIV knowledge and less stigmatising attitudes. Conclusions: Having more opportunities for open sex communication in one's direct social network is associated with more HIV knowledge and less stigmatising attitudes.

Perceptions of Residents in Relation to Smartphone Applications to Promote Understanding of Radiation Exposure after the Fukushima Accident: A Cross-Sectional Study within and outside Fukushima Prefecture

  • Kuroda, Yujiro;Goto, Jun;Yoshida, Hiroko;Takahashi, Takeshi
    • Journal of Radiation Protection and Research
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    • 제47권2호
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    • pp.67-76
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    • 2022
  • Background: We conducted a cross-sectional study of residents within and outside Fukushima Prefecture to clarify their perceptions of the need for smartphone applications (apps) for explaining exposure doses. The results will lead to more effective methods for identifying target groups for future app development by researchers and municipalities, which will promote residents' understanding of radiological situations. Materials and Methods: In November 2019, 400 people in Fukushima Prefecture and 400 people outside were surveyed via a web-based questionnaire. In addition to basic characteristics, survey items included concerns about radiation levels and intention to use a smartphone app to keep track of exposure. The analysis was conducted by stratifying responses in each region and then cross-tabulating responses to concerns about radiation levels and intention to use an app by demographic variables. The intention to use an app was analyzed by binomial logistic regression analysis. Text-mining analyses were conducted in KH Coder software. Results and Discussion: Outside Fukushima Prefecture, concerns about the medical exposure of women to radiation exceeded 30%. Within the prefecture, the medical exposure of women, purchasing food products, and consumption of own-grown food were the main concerns. Within the prefecture, having children under the age of 18, the experience of measurement, and having experience of evacuation were significantly related to the intention to use an app. Conclusion: Regional and individual differences were evident. Since respondents differ, it is necessary to develop and promote app use in accordance with their needs and with phases of reconstruction. We expect that a suitable app will not only collect data but also connect local service providers and residents, while protecting personal information.

1인가구 문화예술 소비에 영향을 미치는 요인에 관한 연구 (A Study on the Determinants of Culture and Art Consumption of One Person Households)

  • 최순화
    • 디지털융복합연구
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    • 제19권8호
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    • pp.151-160
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    • 2021
  • 본 연구의 목적은 「2019 국민문화예술활동조사」 자료를 사용하여 1인가구의 문화예술 소비에 영향을 미치는 요인을 파악하는 것이다. 기존 연구를 바탕으로 문화자본, 경제자본, 건강 인식, 거주지역 등을 문화예술 소비의 선행요인으로 설정하였으며, 1인가구 1,755명의 문화예술관람, 문화예술교육, 인구통계학적 자료를 추출하여 영향 관계를 분석하였다. 본 연구는 문화예술 관람 횟수가 '0'인 응답자가 다수라는 자료의 특수성을 고려하여 영과잉음이항 모형을 적용하였다. 1인가구의 학력은 순수 및 대중예술 관람 가능성과 횟수에 유의한 영향을 미치는 것으로 나타났다. 반면 유·아동기 및 청소년기 문화예술 교육, 소득, 건강 인식, 거주지역은 문화예술 유형별 소비 가능성과 소비량에 선별적인 영향을 미치는 것으로 분석되었으며, 여기에는 다양한 경험을 적극적으로 추구하는 1인가구의 고유한 특성이 작용한 것으로 해석된다. 본 연구는 1인가구에 집중하여 문화예술 소비의 결정변수를 파악함으로 관련 연구의 발전에 기여하고, 관련 시장을 활성화하기 위한 실무적, 정책적 시사점을 제공한다. 끝으로 심리사회적 변수 도입 등 후속 연구를 위한 방안을 제시하였다.

지역소멸 위기감이 계속거주의향에 미치는 영향에 관한 연구 - 연령의 조절효과를 중심으로 - (Factors Affecting Residents' Propensity to Stay in Their Current Residence: Focused on Aging Effect)

  • 유나영;이기훈;마강래
    • 지역연구
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    • 제38권4호
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    • pp.19-29
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    • 2022
  • 계속거주의향에 관한 기존 연구에서는 지역소멸 위기를 더 많이 느끼는 주민일수록 지역을 떠나겠다는 의향을 밝힐 확률이 높아지는 경향이 있음을 밝히고 있다. 하지만 연령이 증가함에 따른 이동성 제약을 고려해 본다면, 지역쇠퇴와 이주의향의 관계성은 연령에 따라 다르게 나타날 수 있다. 본 연구는 지역소멸 위기감이 계속거주의향에 미치는 영향력이 연령에 따라 다르게 나타나는지 실증적으로 검증하고자 했다. <한겨레21>의 「인구감소 지역 주민들의 생활 실태와 인식 조사」자료를 사용해 분석한 결과, 계속거주의향에 대한 지역소멸 위기감의 영향력은 나이가 많을수록 작아지는 것으로 나타났다. 본 연구의 결과는 인구감소지역에 대한 대응책을 수립함에 있어서 연령에 따른 차이를 고려할 필요가 있음을 보여준다.

음주시작연령과 BMI의 연관성에 대한 융복합 연구: 성별 차이를 중심으로 (A convergence study on sex differences in association between age at drinking onset and BMI)

  • 허민희;장하은;정윤지;노진원
    • 한국융합학회논문지
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    • 제13권2호
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    • pp.131-142
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    • 2022
  • 본 연구는 성별에 따른 음주시작연령과 BMI 간의 상관관계를 파악하여 청소년기 음주행태와 성인기의 건강과의 관계에 대해 고찰하고자 한다. 본 연구는 2019년 지역사회건강조사를 활용하여 206,987명의 연구대상자를 대상으로 이분형 로지스틱 회귀분석을 실시하였다. 연구결과, 음주시작연령이 성인기 이전인 경우 성인 남성의 BMI가 비정상일 오즈값이 통계적으로 유의미하게 높았다. 이러한 연구결과는 남성의 높은 알코올 소비량과 음주에 대한 성별에 따른 차별적인 음주문화 때문인 것으로 설명할 수 있다. 본 연구는 성인기 이전의 조기음주가 야기할 수 있는 한시적인 어려움이 아닌 장기적인 건강 부작용 측면을 다룸으로써 자발적인 문제성 음주를 예방의 필요성을 강조하였다.

COVID-19 전후 건강식품 섭취 여부 결정요인 비교 - 2019년~2021년 식품소비행태조사 자료 이용 - (Comparison of Determinants of Healthy Food Intake Before and After COVID-19 - Based on 2019~2021 Consumer Behavior Survey for Food -)

  • 정수연;김나영;전은서;장금일;김선웅
    • 한국식품영양학회지
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    • 제36권4호
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    • pp.309-320
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    • 2023
  • This study examined the determinants of healthy food purchases before and after COVID-19 in Korea. Binomial and multinomial logistic regression models were applied to Korea Rural Economic Institute's Food Consumer Behavior Survey data from 2019 to 2021. The analysis revealed a significant decrease in the non-intake of healthy food in 2021 compared to 2019, suggesting the impact of COVID-19 on healthy food consumption. Consumption patterns also changed, with a decrease in direct purchases and an increase in gift-based purchases. Several variables showed significant effects on healthy food intake. Single-person households exhibited a higher probability of eating healthy food after COVID-19. The group perceiving themselves as healthy had a lower likelihood of consuming healthy food pre-COVID-19, but this changed after the pandemic. Online food purchases, eco-friendly food purchases, and nut consumption showed a gradual decrease in the probability of non-intake over time. Gender and age also influenced healthy food intake. The probability of eating healthy food increased in the older age group compared to the younger group, and the probability increased significantly after COVID-19. The probability of buying gifts was significantly higher in those in their 60s, indicating that the path to obtaining healthy food differed by age.