• Title/Summary/Keyword: diet planning

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Challenges of diet planning for children using artificial intelligence

  • Changhun, Lee;Soohyeok, Kim;Jayun, Kim;Chiehyeon, Lim;Minyoung, Jung
    • Nutrition Research and Practice
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    • v.16 no.6
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    • pp.801-812
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    • 2022
  • BACKGROUND/OBJECTIVES: Diet planning in childcare centers is difficult because of the required knowledge of nutrition and development as well as the high design complexity associated with large numbers of food items. Artificial intelligence (AI) is expected to provide diet-planning solutions via automatic and effective application of professional knowledge, addressing the complexity of optimal diet design. This study presents the results of the evaluation of the utility of AI-generated diets for children and provides related implications. MATERIALS/METHODS: We developed 2 AI solutions for children aged 3-5 yrs using a generative adversarial network (GAN) model and a reinforcement learning (RL) framework. After training these solutions to produce daily diet plans, experts evaluated the human- and AI-generated diets in 2 steps. RESULTS: In the evaluation of adequacy of nutrition, where experts were provided only with nutrient information and no food names, the proportion of strong positive responses to RL-generated diets was higher than that of the human- and GAN-generated diets (P < 0.001). In contrast, in terms of diet composition, the experts' responses to human-designed diets were more positive when experts were provided with food name information (i.e., composition information). CONCLUSIONS: To the best of our knowledge, this is the first study to demonstrate the development and evaluation of AI to support dietary planning for children. This study demonstrates the possibility of developing AI-assisted diet planning methods for children and highlights the importance of composition compliance in diet planning. Further integrative cooperation in the fields of nutrition, engineering, and medicine is needed to improve the suitability of our proposed AI solutions and benefit children's well-being by providing high-quality diet planning in terms of both compositional and nutritional criteria.

Compliance and Need Assessment for Diet Therapy among Diabetics and Their Caregivers (당뇨환자와 보호자의 당뇨식사요법 실천과 요구도 조사)

  • 박광순;이선영
    • Korean Journal of Community Nutrition
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    • v.8 no.1
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    • pp.91-101
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    • 2003
  • The purpose of this study was to investigate the compliance and need for diet therapy among diabetics and their caregivers. A total of 625 respondents participated in this survey. Appropriate management for long-term blood glucose control and difficult-to-manage cases appeared to be diet therapy, physical activity, medical treatment and folk remedies, in that order. The most important educational avenues for diet therapy were books, magazines and TV, Most respondents were educated in diet therapy within a year after diagnosis and had practiced diet therapy for over four years. The most common diet therapy Practices were food selection and Quantity control. Of the specific problems in practicing diet therapy, time and labor, taste, and meal planning appeared to be equally difficult factors. The prevailing diet therapy skills were controlling food amounts at breakfast and supper, and selecting food for lunch and refreshments. Respondents practicing both skills were about 20% of the participants; this shows the need to improve the current situation. The nutrients most frequently considered in diet therapy practice were simple sugars (sugar and sweet goods) , total fats and cholesterol. Since the perception of the role of dietary fiber among respondents was very low, nutrition education about the importance of dietary fiber and food sources of dietary fiber was needed. Diabetics seemed to be concerned about diabetic menus. Three difficult problems in planning diabetic menus were daily menu planning, patient's preferences, and the calculation of calories. As a means of nutrition counseling, they preferred interviews. The higher the educational status and the lower the age, the higher the preference was for internet or PC counseling. Therefore, it is necessary to develop nutrition educational programs so that diabetics can obtain practical knowledge of diet therapy. Furthermore, it is also necessary to develop additional means of informing diabetics about menu planning, while still considering Korean dietary behavior.

Development of a Computer-assited Patients Menu Planning System for Hospital Dietetics (병원 영양과의 환자식 식단 관리 전산 프로그램 개발에 관한 연구)

  • Park, Shin-Jeong;Choi, Seong-Kyung;Kwak, Tong-Kyung
    • Journal of the Korean Society of Food Culture
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    • v.8 no.3
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    • pp.257-266
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    • 1993
  • The purpose of this study was to develop a computer-assisted patients menu planning program for hospital dietetics in order to improve the quality of menu for patients and to release managers from repetitive and routine tasks. Using this program, dietitians can spend more time on professional tasks. Moreover, few studies have been done on computer assisted patients menu planning for patients who need special diets for treatment in domestic hospital dietetics, therefore this program could be a great contribution. A 16-bit personal computer compatible with IBM-PC/AT was used. The data base files and processing program were created by Clipper package ver 5.0. This system can collect a number of meals, plan patients menu and computerize nutrient analysis. The future study will develop program(s) for purchasing, inventory control and data correction. The contents of computerized system are summarized as follows. 1. The number of daily meals of special and general diets given to the patients are collected and saved in database. These data were for the monthly list of meal census which could be printed out on the screen and/or the printer. 2. The menu planning was largely consisted of 2 sections. One was for the patients who require special diets and the other was general diet. And the special diets was divided into 6 sub-sections: diabetic, low-salt, low-fat, low-salt/low-protein, low-fat/low-cholesterol and low residue diets. 3. The nutrient analysis was composed of 11 diet. Sections and diebetic diet was divided into 9 sub-sections according to the calorie requirement. The calculated results were compared with the standards which were established by the hospital dietetic department.

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Perception on Optimal Diet, Diet Problems and Factors Related to Optimal Diet Among Young Adult Women Using Focus Group Interviews - Based on Social Cognitive Theory - (포커스 그룹 인터뷰를 이용한 젊은 성인 여성의 식생활 실태 및 관련 요인 - 사회인지론에 근거하여 -)

  • Kim, Hye Jin;Lee, A Reum;Kim, Kyung Won
    • Korean Journal of Community Nutrition
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    • v.21 no.4
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    • pp.332-343
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    • 2016
  • Objectives: Study purpose was to investigate perception on diet, diet problems and related factors among young adult women using focus group interviews (FGI) based on the Social Cognitive Theory (SCT). Methods: Eight groups of FGI were conducted with 47 female undergraduate or graduate students. Guide for FGI included questions regarding perception on optimal diet, diet problems and cognitive, behavioral, and environmental factors of SCT. FGI were video, audio-taped, transcribed and analyzed by themes and sub-themes. Results: Subjects showed irregular eating habits (skipping breakfast, irregular meal time) and selection of unhealthy foods as the main diet problems. Regarding cognitive factors related to optimal diet, subjects mentioned positive outcome expectations (e.g., health promotion, skin health, improvement in eating habits, etc.) and negative outcome expectations (e.g., annoying, hungry, expensive, taste). Factors that promoted optimal diet were mainly received from information from mobile or internet and access to menu or recipes. Factors that prevented optimal diet included influence from friends, lack of time and cooking skills. Behavioral factors for optimal diet included behavioral capability regarding snacks, healthy eating and smart food selection. Subjects mentioned mass media (mobile, internet, TV) as the influential physical environment, and significant others (parents, friends, grandparents) as the influential social environment in optimal diet. For education topics, subjects wanted to learn about healthy meals, basic nutrition, disease and nutrition, and weight control. They wanted to learn those aspects by using mobile or internet, lectures (cooking classes), campaign and events. Conclusions: Study results might be used for planning education regarding optimal diet for young adult women. Education programs need to focus on increasing positive outcome expectations (e.g., health) and behavioral capability for healthy eating and food selection, reducing negative outcome expectations (e.g., cost, taste) and barriers, making supportive environments for optimal diet, and incorporating topics and methods found in this study.

A Study on School Feeding (학교급식에 관한 연구)

  • 현기순
    • Journal of the Korean Home Economics Association
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    • v.12 no.3_4
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    • pp.641-662
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    • 1974
  • The purpose of this study is to present the basic rule on the planning standard menu for the improvement of nutritional school lunch program through analysis of their food habits and daily energy expenditure. 1. The purpose of the school lunch program is to get on adequate diet in quality and quantity through right food habits and nutrition education for the most active growing children. 2. At present time in Korea, school lunch program has not been carried out nutritionaly so that it should be improved immediately. 3. The ratio of the daily diet should be given to the students breakfast 1. lunch 1.1, dinner 1.5, through analysis of their daily energy expenditure by their activity. 4. The result of the analysis of for food habits shows that children like foods which were used at home commonly and dislike foods not commonly used. 5. The basic rule on the planning school lunch menu is presented as follows. 1) The ratio of the aily diet should be given as breakfast 1, lunch 1.1. dinner 1.5, for calories, and minerals and vitamins should be given 1/3 to 2/5 of a daily requirements. 2) It should be selected foods which most children like foods when plan menu for school lunch. 3) Green, yellow vegetables should be given over 50 gm. 4) Milk should be given 180cc.

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A Study on Health Education Needs of the Multicultural Family as Perceived by Visiting Nurses (방문간호사가 지각하는 다문화가족의 건강교육 요구)

  • Kang, Young Sil;Hong, Eunyoung
    • Journal of Korean Public Health Nursing
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    • v.28 no.3
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    • pp.445-459
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    • 2014
  • Purpose: The purpose of this study was to identify health education needs of the multicultural family as perceived by visiting nurses. Methods: Mixed method was applied. A questionnaire was distributed to 184 visiting nurses. Three focus group interviews were subsequently conducted in order to obtain a greater understanding of nurses' experience of health education. Results: Visiting nurses were mainly providing education about pregnancy, delivery and baby care. Health education needs of the multicultural family as perceived by visiting nurses were classified according to four categories : diet, hygiene, contraception and family planning, and communication. Barriers to health education of visiting nurses were a lack of adequate health education materials and communication problems. Conclusion: To achieve effective health care of the multicultural family by visiting nurses, customized multi-language health education material focusing on five subjects, pregnancy and delivery, diet, hygiene, contraception and family planning, and communication, with easy terms and simple paragraphs is required.

One portion size of foods frequently consumed by Korean adults

  • Choi, Mi-Kyeong;Hyun, Wha-Jin;Lee, Sim-Yeol;Park, Hong-Ju;Kim, Se-Na;Song, Kyung-Hee
    • Nutrition Research and Practice
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    • v.4 no.1
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    • pp.82-88
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    • 2010
  • This study aimed to define a one portion size of food items frequently consumed for convenient use by Koreans in food selection, diet planning, and nutritional evaluation. We analyzed using the original data on 5,436 persons (60.87%) aged 20~64 years among 8,930 persons to whom NHANES 2005 and selected food items consumed by the intake frequency of 30 or higher among the 500 most frequently consumed food items. A total of 374 varieties of food items of regular use were selected. And the portion size of food items was set on the basis of the median (50th percentile) of the portion size for a single intake by a single person was analyzed. In cereals, the portion size of well polished rice was 80 g. In meats, the portion size of Korean beef cattle was 25 g. Among vegetable items, the portion size of Baechukimchi was 40 g. The portion size of the food items of regular use set in this study will be conveniently and effectively used by general consumers in selecting food items for a nutritionally balanced diet. In addition, these will be used as the basic data in setting the serving size in meal planning.

Awareness and Practice of Sodium Reduction by Elementary, Middle and High School Dietitians in Gyeonggi Area (경기지역 초.중.고등학교 영양(교)사의 나트륨 저감화에 대한 인식도 및 실천도)

  • Lee, Joung-Hee
    • Journal of the East Asian Society of Dietary Life
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    • v.22 no.6
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    • pp.734-743
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    • 2012
  • High sodium consumption is a significant nutrition problem in South Korea; however, few studies have examined the awareness and practice of dietitians with respect to low sodium diet in schools. In this study, we collected data from 211 dietitians in 2012. Most respondents indicated that sodium reduction was important in school meals (very important 40.5%, somewhat important 55.6%); however, they rarely checked the sodium content in the nutrition labels of processed foods (never/rarely 74.2%, sometimes 18.7%, always/often 7.2%). The main reason for not checking the sodium content was 'no nutrition table on some processed foods' (38.5%). The most important barrier to sodium reduction in school meals was overcoming the negative taste of students related to a reduced-sodium diet (70.4%). The most frequently used processed foods were processed meat (e.g. ham, bacon) (48.3%), frozen dumplings and noodles (33.8%), and sausage and dressing (14.5%) in school meals. The proportion of dietitians who used processed food ${\geq}$ 2 times per week for the school menu was 72.2% in high school, 28.4% in middle school and 12.4% in elementary school (p<0.05). Upon ranking of the importance of nutrients in school menus, calories received the highest score (4.35 points), followed by macronutrient ratios (4.30), calcium (4.06), iron (3.44) and sodium (3.20). Although most dietitians recognized that sodium reduction was important in school menu planning, they had poor dietary practices. It is suggested that we educate dietitians as well as students about the importance and practice of a reduced sodium diet. Furthermore, it is critical to develop diverse low sodium recipes and have a required nutrition labeling system for all processed foods. Overall, the results of this study could serve as a guide to planning effective nutrition programs to reduce sodium consumption in school feeding programs.

Effect of Monounsaturated Fatty Acid-enriched Peanut Consumption on Serum Lipid in High Fat Diet-induced Mice (고지방 식이 유도 비만 마우스에서 고올레산 땅콩 섭취의 혈장 지질 개선 효과)

  • Oh, Eunyoung;Pae, Suk-Bok;Kim, Sungup;Kim, Jung-In;Lee, Myoung Hee;Sung, Jung Sook;Ha, Tae Joung
    • The Korean Journal of Food And Nutrition
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    • v.33 no.6
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    • pp.747-754
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    • 2020
  • This study was conducted to evaluate the effect of high-oleate and normal-oleate peanut consumption on adipose mass and serum lipids in obese-induced C57BL/6J mice. After four weeks of the high-fat diet, mice were randomly divided into six groups: normal control (NC) diet, high-fat control (HFC) diet, high-oleate peanut-seed (HOPS) diet, normal-oleate peanut-seed (NOPS) diet, high-oleate peanut-oil (HOPO) diet, and olive-oil (OO) diet. After four weeks, all four experimental diet groups showed significantly lower body weight and epididymal fat weight than HFC group. In four experimental diet groups, serum triglycerides (TG), total cholesterol (TC) and low-density lipoprotein cholesterol (LDL-C) were significantly lower, and high-density lipoprotein cholesterol (HDL-C) was significantly higher than HFC group. TG was significantly decreased in HOPS group (92.1±1.2 mg/dL) than NOPS group (101.7±5.3 mg/dL, p<0.05). Similarly, LDL-C was significantly lower in HOPS group (66.1±2.8 mg/dL) than NOPS (76.9±1.5 mg/dL, p<0.05), on the other hand, HDL-C indicated a significant elevation in HOPS (50.5±2.1 mg/dL) than NOPS group (45.2±1.6 mg/dL, p<0.05). This result suggests that the consumption of high-oleate peanut has a favorable effect on the plasma lipid profile.

A Food and Nutrient Intake Study of the Weaning Children in Rural Korea (농촌 이유기(離乳期) 어린이의 영양섭취조사)

  • Kim, Har-Riet;Paik, Jeong-Ja
    • Journal of Nutrition and Health
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    • v.11 no.1
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    • pp.1-8
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    • 1978
  • Ninety-three weaning children, 8-36 Mo. old wererandomly selected from rural areas of South Korea. Food and nutrient intake level were measured by the weighing-interview method for two consecutive days in December 1976. Their weaning pattern, dietary pattern, food and nutrient intake level were analyzed. A brief summary of 4he finding follows; 1) 80% of the rural children completed the weaning by the age of 24 months. 2) 44% of 8-12 month olds were living only on breast mil while the rest of the age group received regularly a supplementary food. 3) Over half of the 8-36 Mo old children investigated were receiving the same dietary pattern, arbitrarily called 'Diet K'. Diet K consists of rice-Kimchi-seasoning-oil which is the basic components of an average Korean adult diet. This very composition of the diet K and no other variety of food included inevitably result in low intake of vitamin A, iron, calcium and riboflavin for the children. 4) The weaning children were found to be taking all nutrients except niacin in amount far from sufficient to recommended level. Particularly low were the intakes of good quality protein, iron, vitamin A, riboflavin and vitamin C which met only 15%-37% of the recommended level for 12-36 Mo. olds. 5) It was concluded that majority of the rural children of weaning age in Korea are given the simple diet K and feeding the weaning children only with the basic dietary pattern of adults can not meet the nutritional requirements. This is a part of the study supported by the ROKG/USAID Health Planning Project.

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