• Title/Summary/Keyword: Multinomial logistic

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Preliminary Study on Development of Educational Program for Healthy Family: Development of Scale to Measure Family Healthy by Team Performance Coaching Model (건강가정교육프로그램 개발을 위한 기초연구: 팀 성과행동 코칭모델을 이용한 가정의 건강성 측정 척도 개발)

  • Kim, Hye Yeon
    • Human Ecology Research
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    • v.51 no.3
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    • pp.321-331
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    • 2013
  • The purpose of this study is to develop the scale to measure family health and to analyze the data collected by the survey in order to develop the educational program for healthy family. The sample of this study is taken by 522 housewives who are living in Seoul and are over the age of 40. The data are analyzed according to frequency, percentages, t-test, Pearson's correlation analysis, and Multinomial logistic Regression analysis. The results of this study are as follows. First, the scale measuring family health is developed through interviews with the respondents, preliminary survey, and comments reviewed from specialists. The responses to the scale are significantly different depending on whether they answered their family is healthy or not. Second, minimum family performances for family health are related to the category of social involvement of the family. Third, the types of healthy family are grouped by the responses related to the current state and the status of family health. The number of the type of the worst state-the worst status of family health is the largest, followed by the number of the type of the best state-the best status of family health. Fourth, the important and significant variables that affected the types of family health are psychological variables rather than personal and household-related variables of the respondents.

Drinking Patterns Among Korean Adults: Results of the 2009 Korean Community Health Survey

  • Ryu, So Yeon;Crespi, Catherine M.;Maxwell, Annette E.
    • Journal of Preventive Medicine and Public Health
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    • v.46 no.4
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    • pp.183-191
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    • 2013
  • Objectives: In Korea, the proportion of deaths due to alcohol is estimated at 8.9%, far exceeding the global estimate of 3.8%. Therefore, this study was performed to examine the factors associated with low-risk, moderate-risk, and high-risk drinking patterns in Korean adults and to identify target populations for prevention and control of alcohol-related diseases and deaths. Methods: We analyzed data from 230 715 Korean adults aged 19 years and older who participated in the 2009 Korean Community Health Survey. Multinomial logistic regression analysis was used to examine associations between socio-demographic and health-related factors and patterns of alcohol use. Results: A substantially larger proportion of men than women engaged in high risk (21.2% vs. 3.4%) and moderate-risk alcohol use (15.5% vs. 8.2%). In both sexes, moderate- and high-risk uses were associated with younger age, higher income, being currently employed, smoking, being overweight/obese, and good self-rated health. Conclusions: Given the large proportion of the population that is engaging in moderate- and high-risk drinking and given the social norms that support this behavior, public health policies and campaigns to reduce alcohol consumption targeting the entire population are indicated.

Mesh selectivity of a dome-shaped pot for finely-striate buccinum Buccinum striatissimum in the eastern coastal waters of Korea (반구형 통발에 대한 물레고둥 (Buccinum striatissimum)의 망목 선택성)

  • Park, Chang-Doo;Bae, Jae-Hyun;Cho, Sam-Kwang;Kim, In-Ok
    • Journal of the Korean Society of Fisheries and Ocean Technology
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    • v.50 no.3
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    • pp.284-291
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    • 2014
  • Finely-striate buccinum Buccinum striatissimum, a species of whelks, is caught mainly by pot in the eastern coastal waters of Korea. In order to determine the size selectivity of pot for the species, comparative fishing experiments were conducted near Yeongil Bay from June to September in 2003 using the dome-shaped pots with different five mesh sizes (17.1, 24.8, 35.3, 39.8, and 48.3 mm). The parameters of logistic equation were estimated by the SELECT (Share Each Length's Catch Total) method based on a multinomial distribution. The model with the estimated split parameter was found to fit the catch data best. The master selection curve was estimated to be s (R)=exp (13.044R-16.438)/[1 + exp (13.044R-16.438)], where R is the ratio of shell height to mesh size. The relative shell height of 50% retention was 1.260, and the selection range was 0.168. Enlargement in mesh size of the pot allows more small-sized whelks to escape.

Associations between the Frequency of Electronic Cigarette Use and Smoking-related Characteristics among Adolescent Smokers (청소년 흡연자의 전자담배 사용 빈도와 흡연 관련 특성 간의 연관성)

  • Lee, Haein
    • Child Health Nursing Research
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    • v.25 no.4
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    • pp.487-495
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    • 2019
  • Purpose: We aimed to identify associations between the frequency of electronic cigarette (e-cigarette) use and smoking-related characteristics among adolescent smokers. Methods: We used data from the 14th Korea Youth Risk Behavior Survey. The participants were 3,722 smokers who had smoked cigarettes on at least one day during the past 30 days. The frequency of e-cigarette use was defined as the number of days that participants used e-cigarettes during the past 30 days, and was divided into four categories: 0, 1~2, 3~9, and ${\geq}10$ days. We used the $x^2$ test and multinomial logistic regression to examine the associations between the frequency of e-cigarette use and smoking-related characteristics. Results: Those who attempted to quit smoking, had used a heated tobacco product (HTP) at least once, or initiated e-cigarette use before middle school were more likely to use e-cigarettes for 3~9 days in the past 30 days. More frequent e-cigarette use (${\geq}10$ days) was associated with a higher frequency and greater amount of cigarette use, lifetime HTP use, and earlier initiation of e-cigarette use. Conclusion: Smoking-related characteristics differed by the frequency of e-cigarette use. Therefore, intervention programs targeting adolescent smokers should consider differences in smoking-related characteristics based on the frequency of e-cigarette use.

Multilevel Analysis of Factors associated with Subjective Weight Perception among Normal Body Weight Adolescents based on the 2017 Korean Youth's Risk Behavior Survey (KYRBS) (정상체중 청소년의 주관적 체형인식 관련요인 다수준 분석: 2017년 청소년건강행태온라인조사 자료를 중심으로)

  • Joeng, Eun Ha;Lee, In Sook
    • Research in Community and Public Health Nursing
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    • v.29 no.4
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    • pp.476-487
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    • 2018
  • Purpose: The present study is focused on understanding weight perception related with individual- and school-level multifactorial origins, underestimated and overestimated respectively, in normal body weight adolescents. Methods: Using the 2017 Korea Youth Risk Behavior Web-based Survey data of 45,902 students from 799 secondary schools, a multilevel multinomial logistic regression analysis was performed where adolescents (level1) were nested within schools (level 2). Results: At the school level, the average school body mass index (BMI, $kg/m^2$) and physical education were associated with weight perception among both boys and girls. In boys, geographic areas were associated with weight underestimation. At the individual level, perceived economic status, weekly allowance, BMI ($kg/m^2$), smartphone usage time (hrs/day) and perceived stress were associated with weight perception among both boys and girls. Age, paternal education, academic achievement and alcohol use were associated with weight perception among girls, while part-time job and physical activity were associated with weight perception among boys. Conclusion: Our findings underscore the importance of individual- and school-level environments in developing correct weight perception and have implications for school health education to establish healthy lifestyle behaviors for all adolescents.

A Comparative Study on the Accuracy of Important Statistical Prediction Techniques for Marketing Data (마케팅 데이터를 대상으로 중요 통계 예측 기법의 정확성에 대한 비교 연구)

  • Cho, Min-Ho
    • The Journal of the Korea institute of electronic communication sciences
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    • v.14 no.4
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    • pp.775-780
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    • 2019
  • Techniques for predicting the future can be categorized into statistics-based and deep-run-based techniques. Among them, statistic-based techniques are widely used because simple and highly accurate. However, working-level officials have difficulty using many analytical techniques correctly. In this study, we compared the accuracy of prediction by applying multinomial logistic regression, decision tree, random forest, support vector machine, and Bayesian inference to marketing related data. The same marketing data was used, and analysis was conducted by using R. The prediction results of various techniques reflecting the data characteristics of the marketing field will be a good reference for practitioners.

Factors Affecting the Characteristics of Agricultural Management and the Management Performance of Young Farmers (청년농업인의 농업경영 특성과 성과에 대한 영향요인 분석)

  • Jeong, Yong-Kyeong;Hwang, Jeong-Im;Choi, Yoon-Ji;Choi, Jung-Shin
    • Journal of Agricultural Extension & Community Development
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    • v.26 no.3
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    • pp.143-151
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    • 2019
  • The purpose of this study is to identify the agricultural management characteristics of young farmers and to analyze the factors affecting the sales of agricultural products of young farmers. For the analysis, variables related to characteristics of agricultural managers and farm management were used, and cross tabulation analysis and multinomial logistic models were applied. The results show that young farmers have the advantages of high education attainment, high income, crop selection, large size of farmland and high utilization rate of information technology. However, the low rate of specialized farming, passive participation in producer organizations, and low availability of agricultural machinery can be disadvantages. Reflecting the characteristics of young farmers, policies should be established to make use of their strengths and to make up for their weaknesses.

Personal Remittances: An Empirical Study in Oman

  • UDDIN, Mohammed Ahmar;ALAM, Md. Shabbir
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.3
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    • pp.917-929
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    • 2021
  • This study highlights the importance of remittance, the factors which affect the percentage of income remitted, and the investment options available to reduce remittance. For the year 2019, the remittances from Oman totaled $9.1 billion. Oman was among the top remitters with remittance to gross domestic product (GDP) ratio of 11.9%. A survey was conducted on 300 resident expats in Oman. The descriptive analysis shows that the maximum remittance percentage is between 21%-40% of income. The multinomial logistic regression results show that outward remittance depends on gender, age, occupation, number of dependent in Oman, and the number of dependent in the home country. Regarding investment, the most preferred investment option is business, followed by real estate and financial services. Age and education are found to affect investment options. This paper tries to fill the literature gap, especially for the case of Oman, by exploring what determines the level of remittance and the preferred choices for retaining funds. This study adds to the existing literature, as no previous study is available regarding how personal factors can influence the level of remittance and investment in a small oil-exporting developing country like Oman. The study will be helpful to policymakers and academicians in devising policies to retain and invest the outwards remittances in Oman.

Accuracy of periodontal probe visibility in the assessment of gingival thickness

  • Kim, Young-Sung;Park, Ji-Sun;Jang, Young-Hun;Son, Jung-Hun;Kim, Won-Kyung;Lee, Young-Kyoo;Kim, Su-Hwan
    • Journal of Periodontal and Implant Science
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    • v.51 no.1
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    • pp.30-39
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    • 2021
  • Purpose: The present study was undertaken to examine whether periodontal probe visibility (PV) accurately reflects gingival thickness (GT) and to identify factors affecting PV using cluster and multivariate analyses. Methods: The clinical characteristics of the maxillary central incisors (n=90 subjects) were examined. Clinical photographs, sex, PV, probing depth, gingival width, papilla height, GT as measured with an ultrasonic device, and the ratio of crown width to crown length were recorded. Multivariate analysis, using multinomial baseline-category logistic regression, was used to identify factors predictive of PV. Cluster analysis was used to identify gingival biotypes. Results: In the multivariate analysis, sex was the only significant predictor of PV (odds ratio, 6.48). Two clusters of subjects were created based on morphometric parameters. The mean GT among cluster A subjects was significantly lower than that among cluster B subjects (P=0.015). No significant difference was found between cluster A and B subjects in terms of PV score (P=0.583). Conclusions: Periodontal PV was not associated with GT as measured directly using an ultrasonic device. Sex was a highly significant predictor of periodontal PV. GT was found to be correlated with morphological characteristics of the periodontium.

Identifying Trajectories of Behavioral Problems in Children with Allergic Diseases: Secondary Data Analysis of the 5th to 7th Panel Study of Korean Children (알레르기질환 아동의 문제행동 변화유형 분석: 5~7차 한국아동패널 자료를 이용한 2차자료분석)

  • Son, Miseon;Ji, Eunsun
    • Journal of Korean Academy of Nursing
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    • v.50 no.6
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    • pp.822-836
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    • 2020
  • Purpose: This study aimed to identify latent classes of behavioral problem trajectories in children with allergic diseases and investigate their predictors. Methods: This study used data from the 5th to 7th Panel Study of Korean Children. The participants included 840 children aged 4~6 years with allergic diseases. Statistical analyses were conducted using latent class growth analysis and multinomial logistic regression. Results: The trajectories of both internalizing and externalizing behavioral problems in children with allergic diseases were classified into five groups, that is deteriorative, recovering, changing 1 (decreasing-increasing), changing 2 (increasing-decreasing), and low state persistent group. For the internalizing behavioral problems, predictors were temperament, father's education, family interaction, and disconnection in peer interaction. For the externalizing behavioral problems, predictors child's gender, temperament, marital conflict, parenting stress, family interaction, and parenting environment. Conclusion: Deteriorative group has high-risk behavioral problems in children with allergic diseases. We suggest to provide interventions considering latent problem trajectories based on ecological environments for allergic children.