• Title/Summary/Keyword: Lifestyle habits

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Development of Big Data-based Cardiovascular Disease Prediction Analysis Algorithm

  • Kyung-A KIM;Dong-Hun HAN;Myung-Ae CHUNG
    • Korean Journal of Artificial Intelligence
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    • v.11 no.3
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    • pp.29-34
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    • 2023
  • Recently, the rapid development of artificial intelligence technology, many studies are being conducted to predict the risk of heart disease in order to lower the mortality rate of cardiovascular diseases worldwide. This study presents exercise or dietary improvement contents in the form of a software app or web to patients with cardiovascular disease, and cardiovascular disease through digital devices such as mobile phones and PCs. LR, LDA, SVM, XGBoost for the purpose of developing "Life style Improvement Contents (Digital Therapy)" for cardiovascular disease care to help with management or treatment We compared and analyzed cardiovascular disease prediction models using machine learning algorithms. Research Results XGBoost. The algorithm model showed the best predictive model performance with overall accuracy of 80% before and after. Overall, accuracy was 80.0%, F1 Score was 0.77~0.79, and ROC-AUC was 80%~84%, resulting in predictive model performance. Therefore, it was found that the algorithm used in this study can be used as a reference model necessary to verify the validity and accuracy of cardiovascular disease prediction. A cardiovascular disease prediction analysis algorithm that can enter accurate biometric data collected in future clinical trials, add lifestyle management (exercise, eating habits, etc.) elements, and verify the effect and efficacy on cardiovascular-related bio-signals and disease risk. development, ultimately suggesting that it is possible to develop lifestyle improvement contents (Digital Therapy).

The Distribution of Work-Life Integration against COVID-19 and its Implications: Focusing on Remote Work in Switzerland

  • CHOI, Choongik;LEE, Kwang-Hoon
    • Journal of Distribution Science
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    • v.21 no.1
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    • pp.95-105
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    • 2023
  • Purpose: This study aims to explore the distribution of work-life integration against COVID-19 and its Implications by analyzing remote work in Switzerland. Research design, data and methodology: The study performed literature review and descriptive analyses using various data such as perception surveys, statistics, and related documents. Results: The infectious disease was a turning point for many people in Switzerland by changing where and how people want to live. Since the COVID-19 crisis demonstrated that disease could be spread by proximity, negative perception about urban areas expanded, and rural areas are increasingly preferred due to fresh and clean air and a more ecological lifestyle. In addition, increased remote work, a change brought about by COVID-19, has subsequently led to changes in household habits and needs. Distance from work is no longer an important factor when someone chooses where to live. A trend is now emerging where households wanting to improve the quality of life leave the city center and move to the suburbs. Conclusions: Paradoxically, such trend accelerated by the COVID-19 crisis has an unintendedly positive impact on the distribution of work-life integration across society while providing more flexibility in terms of place and time management and lowering the burden on roads and infrastructure.

Two-Part Model Analysis of Artificially Sweetened Soda Purchase Behavior In Terms of the Food Health Stereotypes of "Vice" and "Virtue"

  • Eunjin Lee;Junghoon Moon
    • Journal of the Korean Society of Food Culture
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    • v.39 no.2
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    • pp.96-105
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    • 2024
  • The domestic artificially sweetened beverage market has grown rapidly in recent years, and sodas have led this growth. This study investigated consumer food purchasing behavior of artificially sweetened sodas in terms of the food health stereotypes of "vice" and "virtue"; used to denote unhealthy and healthy food purchases, respectively. The study was conducted using consumer panel data collected by the Rural Development Administration from 2017 to 2020. Given the semi-continuous nature of artificially sweetened soda purchases, Cragg's two-part model was used for the analysis. The probability of purchasing artificially sweetened sodas increased as expenditure on snacks (a vice food category) increased. However, of those panelists who purchased artificially sweetened sodas, expenditure on artificially sweetened sodas decreased with expenditure on snacks and increased with expenditure on fruits (a virtue food category). These results suggest that vicious-lifestyle consumers choose artificially sweetened sodas when they regulate eating habits, whereas virtuous-lifestyle consumers increase artificially sweetened soda expenditure for hedonic consumption to reduce guilt based on a sensible trade-off effect.

Changes in Dietary Behavior of Korean Adults due to COVID-19 (코로나-19에 의한 한국 성인의 식품소비행태 변화)

  • Eun Sil Her;Bo-Young Seo
    • Journal of the Korean Society of Industry Convergence
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    • v.27 no.1
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    • pp.239-248
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    • 2024
  • In this study, we examined changes in the food consumption patterns of Korean adults due to COVID-19 using the results of the 2019 and 2021 adult household member food consumption behavior surveys. In the weight and BMI analysis results, both men and women showed a significant increase in 2021 compared to 2019 (male; p<0.01 female; p<0.001). The frequency of breakfast skipping was found to increase with none and over 5 times. As for interest in domestic agricultural products, the proportion of 'not interested' and 'average' responses decreased, while the proportion of those who responded 'interested' increased (p<0.01). The rate of eating out was found to have significantly decreased in 2021 compared to 2019. As a result of the eating lifestyle analysis, the taste seeking type, quality safety seeking type, and health seeking type also showed an increase in 2021 compared to 2019, and a significant level was confirmed. In the purchasing competency index, the use of labeling for agricultural products, use of agricultural food information, and agricultural food purchasing environment items all showed significantly improved results in 2021 compared to 2019, and the eating competency index showed a significant increase in healthy eating and traditional eating habits. Through this study, we aim to suggest directions for establishing food marketing strategies and dietary education for adults in the event of a future pandemic.

A Correlation Research of Diet and Lifestyle According to Sasang Constitution in Acute Stroke Patients (급성기 중풍 환자의 사상체질별 분포와 식생활습관 간의 상관성에 대한 연구)

  • Kim, Yong-Hyung;Choi, In-Young;Ma, Mi-Jin;Gang, A-My;Choi, Dong-Jun;Han, Chang-Ho;Lee, Won-Chul;Jun, Chan-Yong;Cho, Ki-Ho;Choi, Sun-Mi
    • The Journal of Internal Korean Medicine
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    • v.28 no.4
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    • pp.741-750
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    • 2007
  • Objective : This study investigated the relationship between diet and lifestyle and Sasang constitution (SC) in acute stroke patients. Methods : From October 2005 to March 2007, 379 acute stroke patients were included. Patients were hospitalized within 14 days after the onset of stroke at DongGuk University International Hospital, Kyungwon University In-cheon Oriental Medical Hospital or Department Cardiovascular and Neurologic Diseases (stroke center), Kyung Hee University Oriental hospital. We assessed the type of SC of acute stroke patients by Questionnaire for Sasang Constitution Classification II (QSCC II). We investigated general characteristics, stroke types, dietary preferences (meat, sea food, fast food, alcohol drinking, coffee and green tea drinking) and lifestyle (smoking, exercise) according to SC. Results : This study showed that out of the total patients, the proportion of So-yang to Tae-eum to So-eumwas equal to 2.6 to 2 to 1. Of note, this study showed a higher proportion in age of So-eum & weight of Tae-eum. The ratio of cerebral hemorrhage to cerebral infarction was 1 to 9. SVO, LAA, SUE are the 3 types of cerebral infarction classified by TOAST; SVO ranked the highest while SUE ranked the lowest in all constitutions. There were no significant differences between So-yang and Tae-eum in the aspect of the preference for meat, but the majority of So-eum displayed high preferences for seafood. In the aspect of alcohol drinking and smoking history, So-yang recorded significantly bigger proportion while So-eum & Tae-eum patients represented a bigger proportion than So-yangin the aspect of no exercise habits. Conclusion : According to the result above, we could observe the general disposition of various characteristic distributions according to SC of acute stroke patients. Also, we could observe a relationship between diet and lifestyle and Sasang constitution (SC) in acute stroke patients. Further studies will be needed to better understand the relationship between diet and lifestyle and Sasang constitution (SC) in acute stroke patients.

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An analysis of the impact of Korean medicine health counseling on health perception change and satisfaction (한의건강상담이 건강인식 변화에 미치는 영향 및 만족도 분석)

  • Lee, Eunyoung;Jang, Eunsu;Kim, Sujung;Baek, Younghwa;Lee, Siwoo;Mun, Sujeong
    • Journal of Society of Preventive Korean Medicine
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    • v.21 no.1
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    • pp.19-30
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    • 2017
  • Objectives : The purpose of this study was to examine the changes of health perception, satisfaction survey and lifestyle in Korean medicine counseling for Daejeon University faculty members. Methods : In this study, the demographic questionnaire, lifestyle habit questionnaire, Mibyeong questionnaire, quality of life questionnaire(SF-12, EQ5D), pattern-based questionnaire, constitutional questionnaire(KS-15) and instrumental examination were performed on the first and second visit. We carried out 1:1 consultation at every visit. Results : A total of 189 participants participated in this study. 66% of respondents answered that they felt the change in health perception and more than 93% of the respondents felt satisfaction due to the Korean medicine health counseling. In the demographic characteristics, it was found that women were more satisfied with the Korean medicine health counseling than men(p <.05), the higher the education level(p <.05) and the higher the age(p <.05), managed their health continuously after receiving Korean medicine health counseling.(p <.05) In addition, in the change of lifestyle habit, the group who smoked and drank in the past answered that the consciousness to manage and improve health was higher than other group after Korean medicine health counseling.(p <.05) Conclusions : Korean medicine health counseling had a positive effect on overall health perception change and satisfaction was high. Since the Korean medicine health counseling has different effects on lifestyle and health perception change and the satisfaction of Korean medicine health counseling is different according to demographic characteristics and existing lifestyle habits. In the future, it will be expected that the effect of Korean medicine health counseling program on health care and disease prevention will be further enhanced if the Korean medicine health counseling program reflecting such characteristics is implemented.

A Study on Health-Promoting Lifestyles and Their Affecting Factors in Elementary School Nurses (초등학교 양호교사의 건강증진 생활양식 실천정도와 영향 요인에 관한 연구)

  • Park, So Young
    • Journal of the Korean Society of School Health
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    • v.10 no.1
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    • pp.51-63
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    • 1997
  • Changes in disease patterns increase the importance of health-promoting lifestyles in a healthy society. Thus health education in elementary schools is very important because the knowledge of health and health habits in this period become a habitual part of life. The purpose of this study is to identify the performance in promoting healthy lifestyles of elementary school nurses. Such data helps to provide data to judge whether they are capable health educators or not. The subjects were 365 elementary school nurses selected by purposive sample. The data were collected by a self reporting questionnaire from August to October of 1996. The methods used in this study were the health-promoting lifestyle profile developed by Park In Sook (1995) and Licker's flour-point scale. A Cronbach's ${\alpha}$, percentage, mean, standard deviation, ANOVA, Pearson's correlation coffcient and stepwise multiple regression in the SAS package were used to analyze the data. The results of this study were as follows: 1. 37.7% of the sample were aged between 30 and 39 and 33.7% were between 40 and 49. 44.9% of the sample had attended college. 87.7% of the sample were married. 42.5% of the sample were people with a career of 11~20 years, and 26.0% of it had 21 years or more of working experience as an elementary school nurses. 2. The average scores of the family function and the social support were 2.97 and 2.98 respectively. 3. 86.5% of the sample were satisfied with their job. 4. 85.8% of the sample answered that they were healthy and 14.2% answered that they were unhealthy. The average scores of the internal health locus of control and self-esteem were 3.35 and 3.15 respectively. 5. The average score of performance in health-promoting lifestyle variables was 3.16; the average scores for harmonious relationships, regular diet professional health maintenance, sanitary life, self-control, emotional support, diet, rest and sleep, exercise and activity. self-achievement, and diet control were 3.47, 3.30, 2.52. 3.60, 2.92, 3.18, 3.14, 3.11, 2.96, 3.26 and 3.12. The variable with the highest degree of correlation was a sanitary life, whereas the one with the lowest degree was professional health maintenance. 6. A significant difference was found in self-esteem according to age. There was a significant difference in the average score of internal health locus of control according to age and career. 7. There were significant differences in the health-promoting lifestyle performance depending on age, career and monthly household income. The longer the career, the higher the health-promoting lifestyle performance. 8. A weak positive correlation was found between self-esteem and health-promoting lifestyles performance(r=0.417, p<0.001) Also, a weak positive correlation was found between the internal health locus of control and health-promoting lifestyles performance (r=0.386, p<0.001). 9. Heath-promoting lifestyle performance showed significant correlations with family function, social support and job satisfaction. 10. Stepwise multiple regression analysis revealed that the most powerful predictor was the variance of family function. Social support, age, self-esteem, internal health locus of control, perceived heath status and job satisfaction accounted for 55.9% of the variance in heath-promoting lifestyle performance.

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The Effects of Regular Breakfast and Health-related Lifestyle on Blood Pressure, $\gamma$-GPT, Blood Glucose and HDL-Cholesterol in the Iksan Area (익산 지역 50세 이상 노인 남녀의 아침식사와 생활 습관이 혈압, $\gamma$-GPT, 혈당 및 HDL-C에 미치는 영향)

  • Lee, Da-Hong;Yun, Mi-Eun
    • Journal of the East Asian Society of Dietary Life
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    • v.18 no.5
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    • pp.702-710
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    • 2008
  • The principal objective of this study was to assess the effects of eating habits and health-related lifestyle on blood pressure, $\gamma$-Glutamic acid Peptide Transferase ($\gamma$-GPT), glucose and HDL-Cholesterol (HDL-C). All subjects (261 male, 252 female) were from the Iksan area of Korea, and were at least 50 years of age. The mean systolic blood pressure (SBP), diastolic blood pressure (DBP) and HDL-C for all the subjects was 131.3 mmHg, 78.5 mmHg, and 43.1 mg/dl, respectively. The HDL-C of the $50{\sim}64$ year-old group was higher than that of the over-75-year-old group. The "regular breakfast" group evidenced a lower SBP, $\gamma$-GPT, and higher HDL-C than the "seldom breakfast" group (p<0.001, p<0.001, p<0.01). SBP in the "snacking everyday" group was higher than that of the "seldom snacking" group (p<0.001). As for the frequency of using alcohol, SBP and $\gamma$-GPT for the group using alcohol everyday were higher than those of the non-drinking group (p<0.001, p<0.001), SBP and DBP were higher and $\gamma$-GPT was lower in the group that regularly drank more than 4 glasses of Soju than in the non-drinking group (p<0.001, p<0.05, p<0.001). SBP, DBP, and $\gamma$-GPT for the "heavy smoker" group were higher than those of the non-smoker group (p<0.01, p<0.01, p<0.05). The HDL-C was lower in the "heavy smoker" group than in the "non-smoker" group (p<0.05). The SBP with exercise was as follows: Group 1 ($0.022{\sim}0.073\;kcal/min/kg$) was lower than that of Group 3 ($0.144{\sim}0.161\;kcal/min/kg$) and Group 4 (0.161 kcal/min/kg) (p<0.001). To conclude: advancing age, snacking, and frequent alcohol consumption increased blood pressure; the lowest blood pressure was detected in the group that ate breakfast everyday and in the group that engaged in more frequent exercise; Moreover, $\gamma$-GPT was higher and HDL-C was lower in the smokers' group than in the non-smokers' group. Considering the results of this study, there appears to be an urgent need to instruct aging adults about eating breakfast everyday, reducing smoking, using less or no alcohol, and getting proper and regular exercise.

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A Study of Managing Dietary Lifestyle for Urban Koreans - Focused on Health Food - (한국 현대도시인의 식생활관리에 관한 연구 -건강음식을 중심으로-)

  • Cho, Yong-Bum
    • Proceedings of the Culinary Society of Korean Academy Conference
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    • 2005.07a
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    • pp.73-90
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    • 2005
  • Korean adults have dietary habits of eating full three meals a day: breakfast, lunch and dinner evenly. The latest survey showed that people who have dinner most was 61.8%, and who have lunch most was 30.8% and then breakfast most was 7.4%. The Korean Nutrition Association suggests that daily required amount of salt intake is 3,450 mg (8.7 g). But the daily amount of salt intake of Korean people is 15 ${\sim} 20 g which surpasses the required amount. needed with 15 ~20g a day, which is usually formed before the age 6 as a dietary habit. When Koreans eat out, they choose Korean food(80.5%), Chinese food(7.0%), Western food(4.5%), fast food(4.8%), etc.(3.1%). The monthly frequency of the urban adults' eating out indicated 32.6% 'seldom', 41.1% 'less than 5 times monthly', 15.6% '5-10 times', 10.8% 'more than 10 times'. Most of them responded less than 5 times a month for eating out. If we look into dietary habits of the urban adults, the monthly eating out frequency of the respondents, was 73.6% of eating out by less than 5 times a month and was 74.9% of the respondents dine regularly.

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A Study of Managing Dietary Lifestyle for Urban Koreans - Focuses on Health Food - (한국 현대도시인의 식생활관리에 관한 연구 -건강음식을 중심으로-)

  • Cho, Yong-Bum
    • Proceedings of the Culinary Society of Korean Academy Conference
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    • 2005.07a
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    • pp.55-71
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    • 2005
  • Korean adults have dietary habits of eating full three meals a day: breakfast, lunch and dinner evenly. The latest survey showed that people who have dinner most was 61.8%, and who have lunch most was 30.8% and then breakfast most was 7.4%. The Korean Nutrition Association suggests that daily required amount of salt intake is 3,450 mg (8.7 g). But the daily amount of salt intake of Korean people is 15 ~ 20 g which surpasses the required amount. needed with 15 ~20g a day, which is usually formed before the age 6 as a dietary habit. When Koreans eat out, they choose Korean food(80.5%), Chinese food(7.0%), Western food(4.5%), fast food(4.8%), etc.(3.1%). The monthly frequency of the urban adults' eating out indicated 32.6% 'seldom', 41.1% 'less than 5 times monthly', 15.6% '5-10 times', 10.8% 'more than 10 times'. Most of them responded less than 5 times a month for eating out. If we look into dietary habits of the urban adults, the monthly eating out frequency of the respondents, was 73.6% of eating out by less than 5 times a month and was 74.9% of the respondents dine regularly.

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