This study aims to develop a deep learning model to monitor rice serving amounts in institutional foodservice, enhancing personalized nutrition management. The goal is to identify the best convolutional neural network (CNN) for detecting rice quantities on serving trays, addressing balanced dietary intake challenges. Both a vanilla CNN and 12 pre-trained CNNs were tested, using features extracted from images of varying rice quantities on white trays. Configurations included optimizers, image generation, dropout, feature extraction, and fine-tuning, with top-1 validation accuracy as the evaluation metric. The vanilla CNN achieved 60% top-1 validation accuracy, while pre-trained CNNs significantly improved performance, reaching up to 90% accuracy. MobileNetV2, suitable for mobile devices, achieved a minimum 76% accuracy. These results suggest the model can effectively monitor rice servings, with potential for improvement through ongoing data collection and training. This development represents a significant advancement in personalized nutrition management, with high validation accuracy indicating its potential utility in dietary management. Continuous improvement based on expanding datasets promises enhanced precision and reliability, contributing to better health outcomes.
The domestic swine industry is currently facing a threat due to the recent increase in pork imports. This study aims to determine what factors influence consumers' intention to consume imported pork and suggest measures to support the domestic pork industry. To achieve this, we analyzed data from the Korea Rural Economic Institute's Food Consumption Behavior Survey using a binary logistic regression model. The results revealed that a higher intention to consume imported pork is linked to a higher intention to consume imported rice, purchasing meat online, frequent purchases of HMR, and procuring U.S. beef, especially among urban residents. On the other hand, a lower intention to consume imported pork is associated with a higher awareness of animal welfare certification, frequently dining out, and older age. Based on these findings, we propose the following response measures for the domestic swine industry: implementing educational programs, marketing, and advertising specifically targeting urban residents to improve their perception of domestic agricultural products; enhancing price competitiveness through distribution optimization; and developing policies to promote the use of domestic pork as an ingredient in processed foods.
This study was conducted to investigate whether there were differences in eco-friendly food, home meal replacement (HMR) purchases, and eating-out behavior according to the level of agri-food consumer competence. The data for the study were extracted from main food consumers (n=3,321) in the 2022 Food Consumption Behavior Survey. The competence index was divided into awareness-attitude-practice items, and three groups were classified by competence level. The results showed an agri-food consumer competency score of 70.62, with the highest score for awareness (73.96), followed by practice (69.28) and attitude (66.18). The frequency of purchasing eco-friendly food was higher in the excellent group compared to other groups, and quality and price satisfaction was higher with higher competency (p<0.001). Regarding HMR, the results showed that the shortage group had the lowest HMR consumption rate, and satisfaction decreased as competence decreased (p<0.001). The main reason for eating-out was to enjoy food in all groups (59.0%), followed by a lack of cooking time in the excellent group (15.7%) and hassle with food preparation in the moderate and shortage groups (17.3%, 16.6%) (p<0.001). In short, agri-food consumption competency showed differences by contents and components, and differences in food purchases and eating-out behavior by competency level were found.
The current research introduces a novel relationship between consumer attitudes toward time and consumer well-being, connected to organic food consumption based on the findings from 206 American consumers. Consumer motivations to seek nutritional information appears as a mediator impacting organic food purchase intentions. Practical and theoretical implications are discussed.
The rise of social media has brought the existence of “foodie” and “food bloggers” in the culinary business. The word “foodie” refers to those who highly favor and engage with food and spend a substantial amount of time collecting culinary experiences and visiting famous restaurants, while a food blogger is an individual or a foodie who uses a communication platform to share recipes and passion for food through reviews based on his or her experience. Culinary businesses use food bloggers to help promote their products and encourage consumers to try their products, which are believed to be effective as the viewers or the followers tend to take their recommendations.
The site used for a nuclear facility can be released after decommissioning if the results of dose estimation meet the regulatory requirements and the site release is approved by the regulatory body. RESRAD-ONSITE, developed by the Argonne National Laboratory, is a computer code used to estimate the dose to the residents on radiologically contaminated sites. The dose estimation for site release should consider various exposure pathways, including inhalation, ingestion, and external exposure. This study used RESRAD-ONSITE to evaluate the internal exposure dose and identify radionuclides due to the intake of food produced on radiologically contaminated sites. The upper limit of the clearance level of radionuclides expected to remain at the site was used as the source terms for the dose evaluation. In addition, the amount of food intake per capita was obtained from eight countries using nuclear power generation as of 2020. The default values of RESRAD were used for other parameters except for intake by type of food and source terms. As a result of the dose evaluation, the contaminated water and vegetables showed a great contribution to the exposure dose. The dose due to tritium in drinking water was highest in the third year. In addition, regarding the intake of vegetables, the internal exposure due to 90Sr was the highest in the first year.
This study analyzed the determinants that affect the purchase of ready-to-cook seafood products using the “Consumer Attitude Survey on Processed Foods” from 2018 to 2021. Dietary lifestyle, food awareness and preference survey questions were categorized, and factors affecting the purchase probability of ready-to-cook seafood were identified through a binomial logit model. The main research findings are as follows. First, consumers had higher preference for quality, safety, and new taste factors than health and price factors when purchasing HMR (Home Meal Replacement). Second, through binomial logit model analysis, the probability of purchasing ready-to-cook seafood products was low in the group pursuing taste and economy. On the other hand, the purchase probability was high in the group seeking convenience. Third, the purchase probability of ready-to-cook seafood products was higher in households with two or more persons than in single-person households. These results suggest that differentiated product development and marketing strategies should be needed for each consumer groups in the seafood convenience food market
The influence of the food value consumption type of MZ generation on food choice attribute and sustainable food consumption behavior was studied using structural equation modeling. A survey was conducted on April 11~17, 2022, among panels aged 20 to 39. A total of 350 valid replicates (100%) were analyzed using statistical program SPSS The validity of the measurement instrument was verified through exploratory factor analysis and confirmatory factor analysis. The data reliability was confirmed using Cronbach’s alpha coefficient. The hypothesis was verified by performing path analysis through structural equation modeling using AMOS. Regarding the influence of food choice characteristics on sustainable food consumption behavior, health has a significant positive (+) effect on the selection consumption behavior of certified food and local food. Among food value consumption categories social value consumption has a significant negative (-) influence on the consumption behavior of certified food and the choice of local food. Ethical value consumption has a significant positive (+) influence on the selection consumption behavior of certified food and local food. This study is significant because it has identified sustainable food consumption behaviors that domestic consumers can adopt daily. It can use as baseline data for preparing political and institutional measures.
The purpose of study was to examine the factors influencing fast food consumption in Korean adolescents. The analysis was conducted using cross sectional study data from the 16th Korea Youth Risk Behavior Web-based Survey in 2020. A total 54,948 middle and high school students participated in this study. The subjects in the analysis were 28,353 males and 26,595 females, 28,961 middle school and 25,987 high school students. In total, 56.6% Korean adolescents consumed fast food once or twice weekly and 25.4% consumed fast food more than three times weekly. Logistic regression analysis revealed that fast food consumption was significantly associated with dietary behavior such as lower breakfast intake (OR: 0.930, 95%CI: 0.891~0.970, p<0.001), higher soda drinks consumption (OR: 2.563, 95%CI: 2.452~2.678, p<0.001), and higher sweet drinks consumption (OR: 1.898, 95%CI: 1.818~1.982, p<0.001). For psychological and health behavior factors, fast food consumption was also significantly associated with higher perceived stress (OR: 1.239, 95%CI: 1.163-1.321, p<0.001), higher smoking (OR: 1.300, 95%CI: 1.164~1.453, p<0.001), higher drinking (OR: 1.193, 95%CI: 1.112~1.280, p<0.001), higher depression experience, higher loneliness experience, and lower subjective health, In conclusion, fast food consumption in Korean adolescents was associated with undesirable dietary habits and psychological and health behavior, suggesting that appropriate education programs are necessary to reduce such behavior.
The purpose of this study was to provide basic data for future research and suggest product development and market segmentation strategies by identifying the perceptions and consumption behaviors of vegetarians in each segment of the vegetarian market. According to food consumption value, a total of three market segments were derived, and the markets were named based on their characteristics, including ‘environment and animal protection’, ‘multiple consideration’ and ‘low interest’. As a result of analyzing the perception of vegetarian-based food, “environment and animal protection” and “multiple consideration” presented positive perceptions of a vegetarian food product. Conversely, the group stating low interest expressed negative perceptions of the vegetarian food product. An analysis of the requirements for development for vegetarian-based foods products (eg. aquafaba), indicated that the development requirements for all products, except cultured and processed meats, were high.?Considerable demand was observed for vegetarian menus and vegetarian restaurants. As a result of the analysis on the necessity of the elements of the vegetarian restaurant menu, the subjects that stated “multiple consideration” had significantly higher awareness of issues related to vegetarian foods than others.
본 연구의 목적은 약선요리 소비가치에 대한 인구통계학적 차이점을 검정하고 이를 토대로 시장 세분화 전략을 제시 하는데 있다. 이를 위해 무작위 표본추출을 통한 설문조 사를 실시하였고, 회수된 설문지는 SPSS Ver.17을 이용해서 신뢰도 분석 및 요인분석, 계층 일반적 특징적 및 K-Means 군집분석을 실시하였다. 기능 영양사회적중시형 의 일반 적 특징은 남자보다는 여자의 선호도가 높고, 연령층 및 학력 전업주부들이 선호하고 있다. 기능영양사회적 중시형 시장 특징은,약선요리를 먹을 때의 행복함과 사회적 관계를 중시하며, 기능적 측면을 고려한 소비계층이다. 무관심형 의 일반적 특징은 여자보다는 남자들이 많으며, 특히 20대 이하 및 학생층에서의 특징이고, 학력별 구분할 수 있는 차이 가 없다. 무관심형의시장 특성은 남자, 20대이하 및 학생층에서 의미를 부여할 수 있을 만큼의 약선요리의 소비가치가 나타나지 않았다. 기능적 중시형 일반적인 특징은 직업별 로 학생층을 제외한 여타의 직업군에서 중시하는 성향을 보인다. 기능적 중시형의 시장특 성은 연령과 직업군에서는 뚜렷한 소비가치의 중요성을 인식하고 있다. 이러한 연구의 결과는 약선요리에 대한 시장 세분화를 설정하고 이에 대한 세부전략을 수립하는데 있어 의미있는 시사점이 될 것이다. 소득수준이 향상됨에 따라. 건강한 삶에 대한 수요 욕구가 증가하는 것이 일반적인 추세임을 고려해 볼 때, 약선요리의 기능적 특성을 반영한 마케 팅 전략을 수립한다면 새로운 음식문화의 한 장르로 확산발전 될 것으로 예상된다.
This study researched the food culture and bean economy of the Joseon dynasty during the 16th century and according to the primary lifestyle reference『Shaemirok (瑣尾錄)』. The research analyzed the textual contents of the『Shaemirok (瑣尾錄)』. It is clear that the people of the Joseon dynasty produced more beans than grain, at a ratio of 41 to 50, respectively. The soy bean sauce consumption was split into family consumption and non-family consumption. It was evident that there was more family consumption compared to that of non-family consumption at a ratio of 7 to 3, respectively. People of the Joseon dynasty annually recorded their way of making soy sauce from 1595 to 1600. The Joseon writers edited the record six times for making meju and four times for making soy sauce. The recorded ratio displays the ingredients of soy sauce, which were: 6 Du of Mal Jang and 2 Du of salt. Mal Jang and salt had a three to one ratio, respectively. The most mentioned food was Tofu during the mid-Joseon period with fifty six mentions. The Joseon people regarded making Tofu in a Buddhist temple as a family-bonding experience. Porridge was the second most prominent food next to Tofu, among the bean-related food. Porridge appears thirty five times. There were 3 types of porridge named: bean porridge, bean powder porridge and mung bean porridge.
The culinary business in Indonesia has become attractive since it gives 41.40% contribution to total creative economy GDP in 2016 (BEKRAF-BPS, 2016). The high contribution of the culinary industry could not separate from the fact that Indonesia has plenty of local foods variety from a different area in Indonesia. Since 2016, on the scope of ASEAN Economy Community, the role of Indonesian millennial is essential. The total of ASEAN population is 625 million. 65 percent of them who was born in 1980 is around 375 million. Indonesia has approximately 84 million millennial which means 23% of the youth in ASEAN is Indonesia citizen. The current research aims to analyzed millennial behaviors and how they consumed local foods based on the online and offline appearance of the local food. Based on the survey to 121 millennial, this study found that online and offline appearance includes social media, sensory appeal, health and weight control, price, habit, and sociability and social image, have a significant influence to local food consumption among millennial. This study may provide a new perspective on how local food entrepreneurs should manage their online and offline appearance of local food to increase the product’s consumption.
Foods play important roles in Chinese gift giving behavior; they contain abundant symbolic and semiotics meanings. Typical food products are exchange during festivals, commercial intercourse, and other social intercourse occasion. The purpose of study is to investigate how the meanings and values of food gifts affect gift-giving behavior under Chinese cultural context. Qualitative in-depth interviews are applied, eighteen participants from food gift industry, academic field and consumers are invited in the study, and qualitative data analysis framework is designed based on Sheth’s consumption values theory. We find that food gifts cover function value, emotional value, social value, epistemic value and conditional value. Gift values are explained by givers and recipients during gift-giving process. Gift-giving occasion, gift-giving purpose, relationship between givers and recipients are influence the value of gift. Study provides some practical recommendation for food products design and marketing.
Malaysia is regarded as one of the leaders in the global halal marketplace, which has undergone huge growth in the past few years. The aims of this study were to identify imported food consumers in Malaysia based on Food Related Lifestyle (FRL) attributes and to investigate the demographic characteristics and purchasing behaviors of each segmented groups. Using an online survey, a total of 600 responses were collected in Malaysia. Excluding invalid responses, cluster analysis segmented imported food consumers into four FRL groups: impulsive, high interest, low interest, and traditional consumers. The results of this study were as follows. First, depending on lifestyle, the groups exhibited significant differences in demographic characteristics (age, race, religion, and education level). Second, differences in purchasing behaviors (purchasing frequency, place, and information sources of imported food products) were verified. Especially, purchasing frequency of imported food was higher in the high interest consumer group compared to the other groups. Based on these results, marketing implications of the study findings are discussed.
Functional foods for health are often consumed among adolescents. To investigate functional food usage, this study surveyed 326 students aged 14-16. 56.3% of the subjects answered that they were interested in health. More than 76% of the subjects thought themselves to be very healthy. Users of functional foods made up 56.7%, and among all types of functional food, probiotic supplements were taken most frequently, followed by nutritional supplements>red ginseng products>enzyme containing products. Most users of functional food got the information on functional food through family (71.3%). 50.3% of users experienced the effectiveness of the functional food when they supplemented. After use, repurchase intent was 58.1%. In order to investigate the relationship between academic stress and functional food usage, groups were classified as stressful (n=124), intermediate (n=122), and low stress (n=84) according to self-perception about stress. There was no significant difference in the intake of functional foods according to academic stress. However, in the intermediate stress group, academic stress index was improved in the users of functional foods. In conclusion, the results of this study can be used to develop functional foods in the future, possibly helping to prepare nutrition education materials, reducing academic stress among adolescents with middle stress.