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A prediction model for adolescents' skipping breakfast using the CART algorithm for decision trees: 7th (2016-2018) Korea National Health and Nutrition Examination Survey (의사결정나무 CART 알고리즘을 이용한 청소년 아침결식 예측 모형: 제7기 (2016-2018년) 국민건강영양조사 자료분석)

  • Sun A Choi;Sung Suk Chung;Jeong Ok Rho
    • Journal of Nutrition and Health
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    • v.56 no.3
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    • pp.300-314
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    • 2023
  • Purpose: This study sought to predict the reasons for skipping breakfast by adolescents aged 13-18 years using the 7th Korea National Health and Nutrition Examination Survey (KNHANES). Methods: The participants included 1,024 adolescents. The data were analyzed using a complex-sample t-test, the Rao Scott χ2-test, and the classification and regression tree (CART) algorithm for decision tree analysis with SPSS v. 27.0. The participants were divided into two groups, one regularly eating breakfast and the other skipping it. Results: A total of 579 and 445 study participants were found to be breakfast consumers and breakfast skippers respectively. Breakfast consumers were significantly younger than those who skipped breakfast. In addition, breakfast consumers had a significantly higher frequency of eating dinner, had been taught about nutrition, and had a lower frequency of eating out. The breakfast skippers did so to lose weight. Children who skipped breakfast consumed less energy, carbohydrates, proteins, fats, fiber, cholesterol, vitamin C, vitamin A, calcium, vitamin B1, vitamin B2, phosphorus, sodium, iron, potassium, and niacin than those who consumed breakfast. The best predictor of skipping breakfast was identifying adolescents who sought to control their weight by not eating meals. Other participants who had low and middle-low household incomes, ate dinner 3-4 times a week, were more than 14.5 years old, and ate out once a day showed a higher frequency of skipping breakfast. Conclusion: Based on these results, nutrition education targeted at losing weight correctly and emphasizing the importance of breakfast, especially for adolescents, is required. Moreover, nutrition educators should consider designing and implementing specific action plans to encourage adolescents to improve their breakfast-eating practices by also eating dinner regularly and reducing eating out.

A Study on Dietary Habits and Nutrient Intakes by Skipping Meals of Elementary School Children in Incheon (인천 지역 초등학생의 결식에 따른 식습관과 영양 섭취 상태에 관한 연구)

  • Park, Sook-Kyoung;Kim, Myung-Hee;Choi, Mi-Kyeong
    • Journal of the East Asian Society of Dietary Life
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    • v.20 no.5
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    • pp.668-679
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    • 2010
  • The purpose of this study was to analyze the relations of children's skipping meals after researching eating habits and lifestyle, parents' appreciation in nutrition behavior and dietary intake, throughout the research based on 4th to 6th grade students, total of 362 children at an elementary school in Inchoen. There were 104 students in skipping meals group and 258 students in eating meals group, with the average ages of 10.9, and 10.8, respectively. The average height and weight were 144.5 cm, 38.6 kg for skipping meals group, and 145.7 cm, 39.3 kg for eating meals group. Parents' appreciation of importance in breakfast showed a significant difference in whether children skip the meals or not (p<0.01). 43.7% of parents in skipping meals group answered that they serve breakfast everyday, compared to eating meals group with the percentage of 94.9%, showing significant difference in frequency of serving breakfast for their children (p<0.001). The skipping meals group answered that the reason they do not have breakfast is because they do not have time, which showed the highest percentage of 41.2%. For the eating meals group, 40.5% of students answered that they do not have appetite, which also showed difference (p<0.001). The skipping meals group tended to wake up later than those who have breakfast in the morning(p<0.01). The breakfast time for skipping meals group was later than the eating meals group, and according to whether they have breakfast of not, it showed a difference as well(p<0.01). Total score of nutrition attitude in skipping meals group and eating meals group were 30.8 and 32.1, showing that eating meals group showed more good in nutrition attitude (p<0.05). Daily intakes of energy (p<0.01) and protein (p<0.01) in skipping meals group were significantly lower than those in eating meals group. Skipping meals group bad lower rates in INQs of protein (p<0.01) and zinc (p<0.01), showing that skipping meals group is having low quality meals in nutrition. In conclusion, this study revealed that students with skipping meals are more likely to have meals that lacks nutrition or have low quality meals, and the time of rising hour in the morning, frequency of eating snacks can also affect whether or not they skip meals.

Evaluation of dietary habits according to breakfast consumption in Korean adolescents: based on the 6th Korea National Health and Nutrition Examination Survey, 2013~2015 (우리나라 청소년들의 아침식사 여부에 따른 식생활 상태 평가 : 2013~2015 국민 건강영양조사 자료를 이용하여)

  • Kim, Hyun-Suk;Lee, Ui-Suk;Kim, Seon-Hyeong;Cha, Youn-Soo
    • Journal of Nutrition and Health
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    • v.52 no.2
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    • pp.217-226
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    • 2019
  • Purpose: This study examined the nutrient intake and dietary habits based on breakfast consumption in Korean adolescents. Methods: The data of the 2013 ~ 2015 Korea National Health and Nutrition Examination Survey (KNHANES) were used in this study. The analysis included 1,281 adolescents aged 12 to 18 years. The subjects were divided into two groups (EBF: eating breakfast, n = 911; SBF: skipping breakfast, n = 370). Results: The EBF group was significantly younger than the SBF group. In addition, the EBF group had a significantly lower frequency of skipping dinner than the SBF group. The EBF group consumed significantly higher levels of most nutrients except for vitamin A than the SBF group. The percent of nutrient intake under the EAR (estimated average requirements) in the EBF group were also significantly lower than that in the SBF group. Moreover, the NAR (nutrient adequacy ratio) and MAR (mean adequacy ratio) of the EBF group were significantly higher than those of the SBP group. The intake of cereal, sugars and sweeteners, vegetables, and eggs in the EBF group was significantly higher than that in the SBF group. Conclusion: The habit of skipping breakfast in adolescents leads to a decrease in the total nutrient intake and imbalanced dietary habits. Breakfast consumption in adolescence is very important. Therefore, more studies will be needed to develop nutrition education systematically in Korean adolescents.

A proposal for improvement of the business supporting poorly-fed children using mobile payment and information delivery platform (모바일 결제 및 정보제공 플랫폼을 활용한 결식아동 급식지원 사업 개선 제안)

  • Jeon, Hyun Ji
    • Proceedings of the Korea Information Processing Society Conference
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    • 2020.05a
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    • pp.37-40
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    • 2020
  • 결식아동 급식지원 사업은 소년소녀 가장 등 결식우려가 있는 미성년 아동/청소년에게 꿈나무 카드를 활용하여 급식을 지원하는 사업이다. 여기서 꿈나무 카드란, 학교 바깥에서 급식에 준하는 식사를 할 수 있도록 서울시에서 발급하는 결식아동용 카드로 2017년 기준 317,234명이 사용하고 있다. 그러나 잔액조회 기능 등이 없어 사용이 불편하고, 카드 사용에 대한 사람들의 시선으로 아동/청소년이 카드 사용을 꺼려 하고 있다. 또한 카드 사용이 가능한 가맹점 정보의 미제공으로 카드 이용이 활성화되지 않고 있어, 이에 대한 개선으로 모바일 결제와 가맹점 정보를 제공하는 플랫폼 개발을 제안하게 되었다. 따라서, 본 논문에서는 저자가 실제 개발하여 테스트 중인 모바일 결제와 가맹점 정보제공 서비스, 향후 제로 페이 연동에 대한 기술 검토 내용, 관리자 계정/시스템 구축을 통해 원활한 정보처리를 제안한다. 향후 연구 과제인 지자체별 결식아동 카드와의 통합을 제안하기 위해 플랫폼 개념을 기능 구성도에 반영하였다.

Nutritional Knowledge and Dietary Behavior of the 6th Grade Elementary School Students in Daejeon Area by Gender and Skipping Breakfast (대전지역 초등학교 6학년생의 성별과 아침 결식에 따른 영양지식 및 식행동)

  • You, Jeong-Soon;Kim, Sun-Mi;Chang, Kyung-Ja
    • Journal of Nutrition and Health
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    • v.42 no.3
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    • pp.256-267
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    • 2009
  • This study was conducted to investigate nutritional knowledge related to breakfast and dietary behavior of elementary school students by gender and skipping breakfast. The subjects of this study were the 6th grade elementary school students (Total 237; 119 males and 118 females) in Daejeon. The group who ate breakfast six to seven times per week was 58.6%; The group who ate breakfast zero to five times per week was 41.4%. Most of subjects' families (84.4%) were 'nuclear family' and 63.8% of mothers held jobs. There was a significant difference between family income and skipping breakfast. As for the type of breakfast, 79.0% of the male students and 81.4% of female students answered 'cooked rice' and the reasons for skipping breakfast were 'no appetite' followed by 'not enough time', 'over sleeping'. In the eating breakfast group, frequency of having breakfast with family was higher compared to the skipping breakfast group. Total scores of nutritional knowledge related to breakfast in the female students were significantly higher than those of the male students. Also significant differences were found on such questions as 'the relation between eating breakfast and body weight control' and 'importance of breakfast' by skipping breakfast. The dietary behavior scores of the group who ate breakfast were higher than those of the group who skipped breakfast. Therefore, a need exists to develop and distribute a simple breakfast menu that contains Korean-style food and can be more appetizing and appealing to Korean elementary school students. Also it is necessary to develop a systemic awareness program that emphasize the importance of breakfast and the harmfulness of skipping breakfast.

Association between breakfast and lifestyle, interest in beauty care, and attitude toward breakfast in high school girls in Incheon (여고생의 아침식사와 라이프스타일, 외모 가꾸기 관심도 및 아침식사관련 태도의 관련성)

  • Lee, Seolmi;Kim, Mi-Hyun
    • Journal of Nutrition and Health
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    • v.53 no.3
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    • pp.288-302
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    • 2020
  • Purpose: This study examined the factors related to skipping breakfast in high school girls. Methods: A survey of a total of 581 high school girls residing in Incheon was conducted. The subjects were classified into 2 groups according to the breakfast frequency: "breakfast skipping" group (eating breakfast ≤ 2 times/week, n = 250) and "breakfast eating" group (eating breakfast ≥ 3 times/week, n = 331). This study compared the general characteristics, lifestyles, interest in weight control and beauty care, food habits, the reasons and symptoms of skipping breakfast, as well as the attitude toward breakfast between the 2 groups. Results: The mean age of the subjects was 16.5 years old. Approximately, 33.9%, 33.6%, and 32.5% of the subjects were in first grade, second grade, and third grade, respectively, with no significant difference between the 2 groups. The breakfast skipping group showed a high interest in weight control, and beauty care than the breakfast eating group. The breakfast skipping group consumed more afternoon snacks and late-night snacks, and ate dinner irregularly. Although the breakfast skipping group experienced the negative effects of skipping breakfast, they showed low recognition for the importance or role of breakfast. The most common reason for skipping breakfast was lack of time, which appears to be related to the late wake-up time and the time spent on make-up or beauty-care. Conclusion: Skipping breakfast by high school girls was related to a high interest in beauty care, irregular meals and low attitude toward the importance of breakfast for health and nutrition. Therefore, it is necessary to conduct nutrition education to change the perceptions and attitudes of female adolescents regarding the importance of breakfast by recognizing that breakfast can affect not only balanced nutrition and health, but also healthy physical beauty.

An Analysis of the Influence Factors of Satisfaction of Food Bank Service Users (Focusing on Users in Gyeonggi-do Province) (푸드뱅크 서비스 이용자의 만족도 영향요인 (경기지역 이용자를 중심으로))

  • Lee, Seok-Hwan;Kwon, Jin
    • The Journal of the Korea Contents Association
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    • v.20 no.8
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    • pp.547-558
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    • 2020
  • The purpose of this study was to derive the impact factors through multi-return analysis by dividing the satisfaction level of the users of the Food Bank into service satisfaction, food satisfaction, and facility and environment satisfaction and then present a plan for improving service quality. As a result, first of all, the analysis shows that the service satisfaction was not statistically significant. Second, the satisfaction level of food was higher when they get cooked food and when the frequency of support was low. It can be interpreted as important to users to properly solve the problem of fasting through cooked food rather than the frequency of food provision. Third, the satisfaction level of the facility and environment was higher for those with higher educational background, lower monthly income, and higher food expenditure after the support. Users with high educational background value information, service hours, facilities and environment hygiene, and users with low monthly income and high food expenditure even after receiving support can infer the need for food bank services to solve the problem of fasting. Based on these findings, it emphasized the need to develop user-centered services so that the problem of fasting could be effectively resolved in consideration of the conditions of service users.

Nutrition Intake according to Food and Exercise Habits in Female College Students of Yang-Ju si (경기도 양주시 여대생의 식습관, 운동습관, 건강관련행동이 영양섭취수준에 미치는 영향)

  • Rha, Young Ah;Kang, Min Jeong;Lee, Sun Ho;Kim, Jung Yun
    • Culinary science and hospitality research
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    • v.21 no.4
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    • pp.284-293
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    • 2015
  • This study was intended to investigate food, exercise habits, perception of health status and the effects of nutrient intake of female college students. Food habits such as regularity of meal time, repast of breakfast, numbers of night snack per week and duration of meal were assessed via a self reporting questionnaire, and 24hrs recall method for nutrient intake was obtained from 155 female college students in Yangju-si. The mean height and weight of the subjects were $161.25{\pm}3.52cm$ and $52.26{\pm}4.52kg$, respectively. The average intakes of energy and nutrients were below the Korea recommended dietary allowance(RDA). Especially, The nutrient intakes(energy, protein, fat, fiber, calcium, iron, phosphorus, zinc, sodium, potassium, vitamin B6, niacin, vitamin C, folate, vitamin E, cholesterol) of the group in which the regularity of meal time per week was 5~7 days was significantly higher than the group in which the regularity of meal time was < 3 days (p<0.005). The nutrient intakes influenced by the food habit such as the regularity of meal time, skipping breakfast, and the numbers of night snack per week but did not differ in accordance with the regular exercise habits and perception of health status. These findings suggest that nutritional education based on female college students' food habits(regularity of meal time, skipping breakfast and night snacks per week, and duration of meal) may be required to improve dietary variety. It is considered that the improvement in dietary habits will contribute to the improvement of nutrition.

A Study on Nutrition Knowledge, Dietary Behaviors and Evaluation of Nutrient Intakes of High School Female Students in Chuncheon Area by Frequency of Breakfast (춘천지역 여고생의 아침식사 빈도에 따른 영양지식, 식행동 및 영양소 섭취 평가에 대한 연구)

  • Kim, Yoon-Sun;Kim, Bok-Ran
    • Journal of Korean Home Economics Education Association
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    • v.24 no.4
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    • pp.91-104
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    • 2012
  • The purpose of this study was to examine a questionnaire survey on nutrition knowledge, dietary behaviors and the evaluation of nutrient intakes in regard to frequency of eating breakfast for a total 383 high school female students in Chuncheon area. The subjects were categorized into 3 groups according to frequency of breakfast : eating breakfast group (6-7 times/week, 49.1%), sometimes eating breakfast group (3-5 times/week, 22.2%), skipping breakfast group (${\leq}2$ times/week, 28.7%). The eating breakfast group and sometimes eating breakfast group have better grades on nutrition knowledge related to breakfast than the skipping breakfast group. The skipping breakfast group have a smattering of nutrition knowledge like, the importance of having breakfast, maintaining calories, and the brain's energy resource. There was a strong correlation between the frequency of breakfast and dietary behavior grades. The students who skip breakfast have irregular eating habits and their eating speed was improper. Also, their frequency of taking in cereals, proteins, fruits, vegetables, and dairy products was poor. The results of the survey on nutrition intake show that while, students who eat breakfast are consuming only folate, calcium and iron at a less than recommend intake, the students who skip breakfast are consuming vitamin $B_2$, niacin, vitamin C, vitamin $B_1$ as well as folate, calcium, and also iron at a less than recommended intake. Based on these results, it is necessary to develop an awareness program that emphasizes the importance of breakfast and accurate nutrition knowledge for students.

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