• 제목/요약/키워드: Multinomial logistic

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선박 부유물 감김사고의 시·공간적 분석 (Spatiotemporal Analysis of Ship Floating Object Accidents)

  • 유상록;김득봉;장다운
    • 해양환경안전학회지
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    • 제27권7호
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    • pp.1004-1010
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    • 2021
  • 선박의 해양사고 중 부유물 감김사고는 운항지연에 그치지 않고 대형 인명 피해사고까지 이어질 수 있어 이에 대한 예방책이 요구되고 있다. 이에 본 연구는 영해와 베타적경제수역 등을 포함한 해역의 최근 5년간 선박의 부유물 감김사고 데이터를 시·공간적 측면에서 분석하고, 관련 연구 분야에 기초 자료를 제공하고자 한다. 부유물 감김사고의 상대적 밀도 분포를 시각화하기 위하여 이차원 평활 히스토그램을 적용하였으며, 시간대, 주·야간, 계절에 따른 각 변수가 감김사고에 미치는 영향을 분석하기 위해 다항 로지스틱 회귀모형을 적용하였다. 공간적 분석결과 전체 사고에 대해 평활화된 밀도 값이 높은 곳은 진해만을 포함한 거제도~통영 해상이었으며, 서해 전곡항 인근 해상, 제주도 북부 해상으로 나타났다. 시간적 분석결과 부유물 감김사고는 주간에 71.4%로 가장 많이 발생하였으며, 계절별로는 가을철이 다른 계절에 비해 가장 많이 발생한 것으로 분석되었다. 또한, 어선, 수상레저기구, 낚시어선의 감김사고 발생 가능성이 화물선 보다 높은 것으로 조사되었다. 본 연구의 시·공간적 분석결과는 향후 부유물에 대한 단속강화 및 제거를 위한 해양경찰함정 배치와 시간별·계절별 사고방지를 위한 부유물 사전 제거작업 대책 마련의 기초자료로 활용될 것으로 기대된다.

Associations between food insecurity and healthy behaviors among Korean adults

  • Chun, In-Ae;Ryu, So-Yeon;Park, Jong;Ro, Hee-Kyung;Han, Mi-Ah
    • Nutrition Research and Practice
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    • 제9권4호
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    • pp.425-432
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    • 2015
  • BACKGROUND/OBJECTIVES: Food insecurity has been suggested as being negatively associated with healthy behaviors and health status. This study was performed to identify the associations between food insecurity and healthy behaviors among Korean adults. SUBJECTS/METHODS: The data used were the 2011 Community Health Survey, cross-sectional representative samples of 253 communities in Korea. Food insecurity was defined as when participants reported that their family sometimes or often did not get enough food to eat in the past year. Healthy behaviors were considered as non-smoking, non-high risk drinking, participation in physical activities, eating a regular breakfast, and maintaining a normal weight. Multiple logistic regression and multinomial logistic regression analyses were used to identify the association between food insecurity and healthy behaviors. RESULTS: The prevalence of food insecurity was 4.4% (men 3.9%, women 4.9%). Men with food insecurity had lower odds ratios (ORs) for non-smoking, 0.75 (95% CI: 0.68-0.82), participation in physical activities, 0.82 (95% CI: 0.76-0.90), and eating a regular breakfast, 0.66 (95% CI: 0.59-0.74), whereas they had a higher OR for maintaining a normal weight, 1.19 (95% CI: 1.09-1.30), than men with food security. Women with food insecurity had lower ORs for non-smoking, 0.77 (95% CI: 0.66-0.89), and eating a regular breakfast, 0.79 (95% CI: 0.72-0.88). For men, ORs for obesity were 0.78 (95% CI: 0.70-0.87) for overweight and 0.56 (95% CI: 0.39-0.82) for mild obesity. For women, the OR for moderate obesity was 2.04 (95% CI: 1.14-3.63) as compared with normal weight. CONCLUSIONS: Food insecurity has a different impact on healthy behaviors. Provision of coping strategies for food insecurity might be critical to improve healthy behaviors among the population.

혈당조절 양호군, 불충분군, 불량군간의 당뇨병 자가간호행위 관련요인 비교 - 계획된 행위이론, 습관, 가족지지를 중심으로 (Comparative Study on Self-care Behavior Related Factors for Good, Inadequate and Poor Glycemic Control Groups: Based on Variables from Theory of Planned Behavior, Habit, and Family support)

  • 김재경;구미옥
    • 기본간호학회지
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    • 제23권3호
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    • pp.245-255
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    • 2016
  • Purpose: This study was conducted to compare self-care behaviors and self-care behavior related factors for groups of patients with good, inadequate and poor glycemic control. The study was based on variables of the Theory of Planned Behavior by Ajzen, habit and family support. (1991). Methods: Participants were 134 patients with type 2 diabetes (good glycemic control group: 57, inadequate glycemic control group: 40, poor glycemic control group: 37). Self-care behaviors, intention to self-care behavior and self-care behavior related variables (attitude, subjective norms, perceived behavior control, habits and family support) were measured. Data were collected from August 12 to September 25, 2014 and were analyzed using $x^2$-test, Fisher's exact test, ANCOVA, and logistic regression with SPSS/WIN 21.0. Results: Among the three glycemic groups, there were significant differences in self-care behavior, subjective norms, perceived behavior control, family support, and habits. Multinomial logistic regression showed that poor blood glucose probability was associated with duration of diabetes mellitus, method of DM therapy, perceived behavior control and habits. Conclusion: The study findings reveal the important role of self-care behavior, subjective norms, perceived behavior control, family support, and habits in blood glucose control in adults with type 2 diabetes.

교통사고 데이터의 패턴 분석과 Hybrid Model을 이용한 피해자 상해 심각도 예측 (Pattern Analysis of Traffic Accident data and Prediction of Victim Injury Severity Using Hybrid Model)

  • 주영지;홍택은;신주현
    • 스마트미디어저널
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    • 제5권4호
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    • pp.75-82
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    • 2016
  • 우리나라의 경제 성장과 도로 환경의 변화를 통해 국내 자동차 시장이 성장하였으나, 이로 인해 교통사고율 또한 증가하였고, 인명 피해가 심각한 수준이다. 이에 따라, 정부에서는 교통사고 데이터를 개방하고 문제를 해결하기 위한 정책을 수립 및 추진 중이다. 본 논문에서는 교통사고 데이터를 이용하여 클래스의 불균형을 해소하고, Hybrid Model 구축을 통한 교통사고 예측을 위해 원본 교통사고 데이터와 Sampling을 수행한 데이터를 학습 데이터로 사용한다. 두 학습데이터에 연관규칙 학습기법인 FP-Growth 알고리즘을 이용하여 교통사고 상해 심각도와 연관된 패턴을 학습한다. 두 학습 데이터의 연관 패턴을 분석을 통해 같은 연관된 패턴을 추출하고 의사결정트리와 다항 로지스틱 회귀분석기법에 연관된 속성에 가중치를 부여하여 융합형 Hybrid Model을 구축하고 교통사고 피해자 상해 심각도를 예측하는 방법에 대해 제안한다.

한국 노인의 현존치아수와 골 건강상태와의 연관성 (Relationship between the number of remaining teeth and bone health status among the elderly in Korea)

  • 조윤영
    • 한국치위생학회지
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    • 제18권2호
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    • pp.205-215
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    • 2018
  • Objectives: The purpose of the study is to investigate the relationship between the number of remaining teeth and bone health status among adults over 65 years old. Methods: The study subjects were 1,843 adults over 65 years old drawn from the Korea National Health and Nutrition Examination Survey (KNHANES) in 2008-2010. Oral health status included the number of remaining teeth, and prosthetic appliance status. Bone health statuses were assessed using dual-energy X-ray absorptiometry (DEXA). Bone health statuses were classified into normal (T-score ${\geq}-1.0$), osteopenia (-2.5 < T-score < -1.0), and osteoporosis (T-score ${\leq}-2.5$). Complex samples chi-square test was used to estimate the relationship between the number of remaining teeth and bone health status, and related factors included in the model were analyzed with the complex samples logistic regression analysis. Results: Using the multinomial logistic regression analytic method, the elderly having 20 or more remaining teeth and those having less than 20 remaining teeth with prosthesis were compared. The latter group had 1.89 times higher rate of being diagnosed as having osteoporosis. Conclusions: This study suggests that oral health is an important factor for geriatric osteoporosis. Therefore, in order to prevent fractures due to osteoporosis and osteoporosis in old age, it is necessary to be aware of the relationship between oral health and osteoporosis, and oral health should be considered when preparing preventive management strategies.

소방공무원의 스트레스 및 우울의 위험 요인 : 개인 및 직무요인을 중심으로 (Risk Factors for Stress and Depression in Firefighters : Comparison of Individual and Job Related Factors)

  • 이나빈;이정현;김지애;전경선;심민영
    • 대한불안의학회지
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    • 제15권1호
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    • pp.35-44
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    • 2019
  • Objective : The aim of this study was to investigate the individual and job related factors as risk factors for mental health of firefighters. Methods : The data of 202 fire-fighters was analyzed by using a multinomial logistic regression analysis. All participants completed self-reported questionnaires including demographics (sex, age, work duration), the Childhood Trauma Questionnaire, the Ways of Coping Checklist, the Colleague related traumatic events, the Korean occupational stress scale, the Korean Perceived Stress Scale-10, and the Beck Depression Inventory. Participants were divided into three groups according to the level of stress and depressive symptom scores: Low Stress-Low Depression (LS-LD), High Stress-Low Depression (HS-LD), and High Stress-High Depression (HS-HD). Results : A job related factor-organizational injustice-was a significant factor related to HS-LD, while individual factors such as active coping level and childhood trauma experience and a job related factor-difficult physical environment-were significantly associated with HS-HD. Conclusion : These results imply the need to take both individual and environmental approaches into account when managing the stress and depression of firefighters. More specifically, psycho-education to facilitate active coping strategy and adaptive emotional regulation at the individual level and the improvement of physical work environment of firefighters should be supported.

Screening for Various Herb Medicines Extracts against HSV-l,2

  • Lim Seong-Woo
    • 대한한의학회지
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    • 제25권4호
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    • pp.180-187
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    • 2004
  • Objective : This study was undertaken for discovering the characteristics of sleep in ordinary symptoms based on the Sasang Constitution. The result of this study could be helpful to understand and to identify patients such as Taeumin, Soyangin Soeumin or Taeyangin. Methods : There were 1,229 patients (529 men), who answered the questionnaire about their ordinary sleeping patterns. They were diagnosed, including their clinical Sasang Constitution, by the Sasang Constitution specialist at Bundang Oriental Hospital of Dongguk University. By applying the multinomial and binary logistic regression analysis to those collected materials, we can measure the characteristics and the influence of ordinary sleeping patterns to the dependent variable (Sasang Constitution). Results : In order of the item's influence that had decided one's constitution, between Taeumin and Soeumin, Taeumin snored frequently or well more than Soeumin, Soeumin had more dreams and more sleeping times than Taeumin, and Taeumin struggled frequently or well more than Soeumin. Between Soyangin and Soeumin, Soeumin dreams more frequently than Soyangin, Soyangin snored frequently or well more than Soeumin, and Soeumin has more sleeping times than Taeumin. Between Taeumin and Soyangin, Taeumin snored frequently or well more than Soyangin. Between Taeyangin and a group of the other constitutions, Taeyangin felt unwell after sleeping more than the other constitutions, the other constitutions awaked frequently more than Taeyangin during sleeping. Conclusion : This study will be used for identifying patients as Taeumin, Soyangin, Soeumin or Taeyangin by contrast with each other.

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우리나라 노인들의 미충족 의료 유형별 관련요인 (Factors Associated with the Types of Unmet Health Care Needs among the Elderly in Korea)

  • 최희영;류소연
    • 보건의료산업학회지
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    • 제11권2호
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    • pp.65-79
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    • 2017
  • Objectives : This study aimed to investigate the types of unmet health care needs of the elderly and factors affecting them. Methods : This study used data from the 2012 Community Health Survey. Multinomial logistic regression analysis was conducted to identify the relevance between each type of unmet health care needs and predisposing, enabling, and needs factors, based on the cases without unmet health care needs. Results : Persons with unmet health care needs were 4,460 (9.5%) of the total sample. By types of unmet health care needs, 1,171 (2.5%), 1,026 (2.2%), and 2,263 (4.8%) persons reported inaccessibility, non-accommodativeness, and unaffordability respectively. It was concluded that the there were differences in the associated factors according to the types of unmet medical needs. Conclusions : It is suggested that unmet health care needs in the elderly should be examined from diverse angles rather than from a single aspect of partial limits. In particular, diverse types of unmet health care needs for health care in the elderly according to limited accommodation shoulder be examined. Finally, strategies to decrease unmet health care needs that reflect the associated factors should be developed.

Relationship between Early Menopause and Periodontal Disease in Korean Postmenopausal Women

  • Lee, Yun-Hee;Kim, Sun-Mi;Ahn, Eunsuk
    • 치위생과학회지
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    • 제18권5호
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    • pp.312-318
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    • 2018
  • The purpose of this study was to evaluate the relationship between early menopause and periodontal disease in postmenopausal women using data from the 6th Korean National Health and Nutrition Examination Survey (2013~2015). A study was conducted with 2,048 postmenopausal women aged 45 to 74 years. Participants were divided into the early menopause group (menopause occurring at age 45 years or before) and normal menopause group (menopause occurring after age 45 years). A community periodontal index greater than or equal to code 3 was used to define periodontal treatment needs. A chi-square test was used to confirm the bivariate relationship between the variables. Multinomial logistic regression analysis was used to adjust for covariates (age, education, family income, body mass index, alcohol drinking, smoking, visiting dentist in the last year, use of oral care products, frequency of tooth brushing per day). The risk of periodontal disease was higher in the early menopause group after adjusting for potential confounders (odds ratio, 1.59). In particular, the relationship between early menopause and periodontal disease was more evident in women with low education and those who did not use oral care products. The findings of this study suggest that early menopause is a significant factor of periodontal disease in Korean women.

귀농·귀촌의 의사결정요인에 관한 연구 - 경상북도 6개 시·군을 대상으로 - (Factors Influencing Decision Making of People Migrated to Rural Area for Farming - Case of Gyeongsangbuk-do -)

  • 우성호;이성근
    • 농촌지도와개발
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    • 제22권2호
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    • pp.101-116
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    • 2015
  • This study aims to identify the decision-making factors of people who have returned to rural areas for farming and residence according to personal characteristics and regions. The survey was conducted on 420 return farmers of six cities and counties in Gyeongsangbuk-Do from September 1st to October 11th 2013. For data analysis, researchers used 280 answered sheets and utilized two-way ANOVA and multinomial logistic regression analysis. Research results indicate three factors of returning to farm which are pull to rural area, push from city, and policy factor. The highest scores of factor is pull to rural area (2.93), the second one is push from city (2.31), and the lowest score is politic factor (2.18). In addition, these three factors of returning to farm are elucidated by environmental variable, economic variable, and information and opportunity provided by government. In other words, the factor of pull to rural area is related environmental variable and the factor of push from city is affected by economic variable. Lastly, politic factor pertains to information and opportunity provided by government.