• 제목/요약/키워드: Lifestyle pattern

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Discovering Relationships between Skin Type and Life Style Using Data Mining Techniques: A Case Study of Korea

  • Kim, Taeheung;Ha, Jihyun;Lee, Jong-Seok;Oh, Younhak;Cho, Yong Ju
    • Industrial Engineering and Management Systems
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    • 제15권1호
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    • pp.110-121
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    • 2016
  • With the growing interest in skincare and maintenance, there are increasing numbers of studies on the classification of skin type and the factors influencing each type. This study presents a novel methodology by using data mining, for the determination of the relationships between skin type, lifestyle, and patterns of cosmetic utilization. Eight skin-specific factors, which are moisture, sebum in U-zone (both cheeks), sebum in T-zone (forehead, nose, and chin), pore, melanin, wrinkle, acne, hemoglobin, were measured in 1,246 subjects living in South Korea, in conjunction with a questionnaire survey analyzing their lifestyles and pattern of cosmetic utilization. Using various multivariate statistical methods and data mining techniques, we classified the skin types based on the skin-specific values, determined the relationship between skin type and lifestyle, and accordingly sorted the subjects into clusters. Logistic regression analysis revealed gender-related differences in the skin; therefore, separate analyses were performed for males and females. Using the Gaussian Mixture Modeling (GMM) technique, we classified the subjects based on skin type (two male and four female). Using the ANOVA and decision tree techniques, we attempted to characterize the relationship between each skin type and the lifestyles of the subjects. Menstruation, eating habits, stress, and smoking were identified as the major factors affecting the skin.

소형 사업장 근로자들의 건강증진 생활양식에 영향을 미치는 요인 (A Study on the Factors Affecting Health Promoting Lifestyles of Workers in the Small Scale Industries)

  • 장용남;이은경;정명수;전선영;김상덕;정재열;장두섭;송용선;이기남
    • 대한예방한의학회지
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    • 제5권1호
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    • pp.10-30
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    • 2001
  • Oriental medicine needs to be armed with theories on health-improvement concept under it and basic data matching its views, in order to participate in the health-improvement service in industrial work places. The Orient medicine health-improvement program defines factors that determine individuals' lifestyle, and provides information and technologies for workers to practice in life. To that end, this research compares and analyzes health-improvement concept and health care, defines relations between individuals' health state and their lifestyle as the basic data needed to perform health-improvement business for workers. 1. The subjects employed for this research is categorized into; by gender, males 52.1% and females 47.9% with no big difference between them; and by age, 20s, 6.1%, 30s. 33.9%, 40s, 34.1%, and 50s, 24.8% with 30-50 accounting for most of it. By marriage status, unmarried represents 7.1%, and married 79.1% with most of them married; by revenue, under one million won represents 3.0%, 1-2 million won 26.4%, 2-2.49 million won 11.2%, above 2.5 million won 11.2%, and 1-2.5 million won a majority. By living location, owned houses represents 65.4%, rented houses 14.7%, monthly-rented 9.5%; and by education, elementary and middle school represent 16.9%, high school and its dropouts 22.6%, and junior college and higher 51.6%, with high school and higher occupying most of the group. 2. By job, office workers and managerial workers represent 12.3%, part-timers 21.0%, manual workers 11.4%, jobless 0.6%, professionals 35.6%, service 0.6%, housewives 8.4%, and equipment/machinery operation/assemblers 10.1%. Of this, jobless and part-timers, totaling three, are dropped from this research. By years worked, 0-3.9 years represents 9.7%, 4-7.9 years 6.7%, 8-14.9 years 18.4%, above 15 years 28.7%, and no respondents 36.5%. 3. The degree of the subjects practicing life-improvement lifestyle, on a scale of 1 to 4, is an average of 2.69, personal relations 3.04, self-realization 2.92, stress management 2.76, nutritional state 2.73, responsibility for health 2.47, and athletic activities 2.18, with personal relations earning the highest points and athletic activities the lowest. As for factors influencing health-improvement lifestyle, there is no significant difference between gender, age, and marriage status. Meanwhile, there is significant difference between revenue, dwelling pattern, education level, etc. That is, higher income-bracket, owned houses, rented houses, monthly-rented houses, and higher-educated, in this order, show higher average in health-enhancement lifestyle. By job, housewives, manual workers, office workers, professionals, equipment/ machinery operation/ assemblers, and part-timers, in this order show higher points, while there is no difference with significance by years worked. 4. Factors that affect health-improvement lifestyle are shown below. Self-realization is influenced by age, marriage status, type of dwellings, and level of education; responsibility for health by type of dwellings; athletic activities by gender and age; nutrition by age, marriage status and type of dwellings; personal relations by marriage status; and stress management by type of dwellings. 5. Areas with high points by job show this: in self-realization, office workers, manual workers, housewives, professionals, equipment/ machinery operation/ assemblers, in this order, show difference with significance; in the area of responsibility for health, manual workers, housewives, equipment/ machinery operation/ assemblers, professionals, office workers and part-timers, in this order, do. In athletic activities, manual workers, housewives, office workers, professionals, equipment/ machinery operation/ assemblers, and part-timers, in this order, show difference with significance; in nutrition, housewives, office workers, manual workers, professionals, equipment/ machinery operation/ assemblers, and part-timers, in this order do; and in stress, housewives, office workers, manual workers, professionals, equipment/ machinery operation/ assemblers, part-timers, in this order do. By years worked, more years showed higher points in the area of responsibility for health and nutrition; in the area of athletic activities, above 15 years, 4-8 years, below 4 years and 8-14 years, in this order, show higher points; and no difference shows in realization, personal relation, and stress area. 6. To look at correlation between overall and divisional health-improvement practice degree, this researcher has analyzed it using Person's correlation coefficient. Self-realization, responsibility for health, athletic activities, nutrition, support for personal relations, and stress management show significant correlation with the sub-divisions, while all health-improvement lifestyle shows significant correlation with the six sub-divisions.

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『상한론(傷寒論)』 변병진단체계(辨病診斷體系)에 근거하여 백호탕(白虎湯) 투여 후 호전된 불면증 증례 1례 (Insomnia Treated with Baekho-tang Based on the Shanghanlun Disease Pattern Identification Diagnostic System)

  • 정연일;김창식;이숭인
    • 대한상한금궤의학회지
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    • 제13권1호
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    • pp.165-178
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    • 2021
  • Objective: This study aimed to report the improvement of a patient with chronic insomnia who was treated with Baekho-tang based on the Shanghanlun disease pattern identification diagnostic system (DPIDS). Methods: The patient's symptoms were checked on days 19, 37, and 52 after taking Baekho-tang. Chronic insomnia was evaluated by the degree of insomnia, hours spent asleep, and the number of times the patient woke up during the night, which were all assessed by a visual analog scale (VAS) with the Leeds Sleep Evaluation Questionnaire. In addition, new clinical implications for the interpretation of the 350th Shanghanlun provision were reviewed. Results: After administering Baekho-tang for 52 days, based on the 350th Shanghanlun provision according to the DPIDS, the VAS score decreased from 10 to 1. Conclusions: The patient recovered from chronic insomnia. This case report suggests that the words "滑," "厥," and "裏" in the 350th provision of Shanghanlun mean physical and psychological causes of insomnia. In addition, Baekho-tang had a therapeutic effect in improving the chief complaint of the patient. Therefore, the interpretation of the 350th Shanghanlun provision requires a new definition that includes the patient's lifestyle, family conflict, and past history of the patient as a cause of chronic insomnia.

Breast Cancer and Modifiable Lifestyle Factors in Argentinean Women: Addressing Missing Data in a Case-Control Study

  • Coquet, Julia Becaria;Tumas, Natalia;Osella, Alberto Ruben;Tanzi, Matteo;Franco, Isabella;Diaz, Maria Del Pilar
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권10호
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    • pp.4567-4575
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    • 2016
  • A number of studies have evidenced the effect of modifiable lifestyle factors such as diet, breastfeeding and nutritional status on breast cancer risk. However, none have addressed the missing data problem in nutritional epidemiologic research in South America. Missing data is a frequent problem in breast cancer studies and epidemiological settings in general. Estimates of effect obtained from these studies may be biased, if no appropriate method for handling missing data is applied. We performed Multiple Imputation for missing values on covariates in a breast cancer case-control study of $C{\acute{o}}rdoba$ (Argentina) to optimize risk estimates. Data was obtained from a breast cancer case control study from 2008 to 2015 (318 cases, 526 controls). Complete case analysis and multiple imputation using chained equations were the methods applied to estimate the effects of a Traditional dietary pattern and other recognized factors associated with breast cancer. Physical activity and socioeconomic status were imputed. Logistic regression models were performed. When complete case analysis was performed only 31% of women were considered. Although a positive association of Traditional dietary pattern and breast cancer was observed from both approaches (complete case analysis OR=1.3, 95%CI=1.0-1.7; multiple imputation OR=1.4, 95%CI=1.2-1.7), effects of other covariates, like BMI and breastfeeding, were only identified when multiple imputation was considered. A Traditional dietary pattern, BMI and breastfeeding are associated with the occurrence of breast cancer in this Argentinean population when multiple imputation is appropriately performed. Multiple Imputation is suggested in Latin America's epidemiologic studies to optimize effect estimates in the future.

선의 형태에 의한 기하학무늬 패션디자인 개발 - 디지털 텍스타일 프린팅 기법을 중심으로- (A Study on Fashion Design with Geometric Pattern by Linear Type - Focusing on Digital Textile Printing -)

  • 오윤정
    • 패션비즈니스
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    • 제13권4호
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    • pp.178-190
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    • 2009
  • The purpose of this study is to make reference for geometric fashion by investigating geometric patterns by linear types and to propose high value added print and fashion design by designing and producing geometric prints and apparel with them focusing on digital textile printing. As a method of the study, visual and textural data were investigated for theory of geometric pattern and fashion design samples were illustrated. The geometric pattern could be defined as abstract pattern which was crossed with straight line or curve. We could group it into three classes such as straight linear, curved, and mixed type. Images varied with linear types. The image of straight linear type was sharp and modern, that of curved one was soft and feminine and that of mixed one was gorgeous and artistic. And then, 3 geometric prints and 3 one-pieces were designed. The concept of design was simple optimism which was based on sixties. Target was young optimistic women group from the mid teens to the mid twenties who continued to seek after their unique individuality keeping their modern lifestyle. Geometric patterns with straight linear, curved, and mixed type were designed and dresses which went well with them were designed and produced. According to the result of this study, images of geometric fashion can be represented diversely by varying linear type, digital textile printing is good method for high value added geometric fashion because of its high quality and degree of sensitivity, and geometric pattern is a good source for contemporary fashion.

소아 식욕부진의 병인, 변증, 치료에 대한 고찰 -중의학 논문을 중심으로- (A Review of Etiology, Pattern Identification, Treatment of Traditional Chinese Medicine for Childhood Anorexia)

  • 서혜선;김혜연;박슬기;이선행;이진용;장규태
    • 대한한방소아과학회지
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    • 제36권1호
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    • pp.1-37
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    • 2022
  • Objectives This study aimed to provide a basis for applying Korean medical treatment for childhood anorexia in clinical practice by examining Korean medical etiology, pattern differentiation, and treatment, and focusing on research articles on Chinese medicine. Methods Articles on Chinese medicine related to childhood anorexia published before November 4, 2021, in the China National Knowledge Infrastructure (CNKI), were analyzed. The etiology, pattern differentiation, and Chinese medical treatment were summarized. Results Of a total of 73 studies, 13 were randomized controlled trials (RCT), 32 were case studies, and 28 were review papers. The most common Chinese medical etiology of childhood anorexia was emotional instability, and the western medical etiology was problems with diet and lifestyle. The most frequently reported pattern differentiations were spleen-stomach-qi deficiency (脾胃氣虛), stomach-yin deficiency (胃陰不足), and spleen failing in transportation syndrome (脾失健運). The most frequent prescriptions were modified Yangwijeungaektang (养胃增液湯加減), Samryongbakchulsan (蔘苓白术散加减), and Ekongsan (異功散加減). As frequntly used tuina acupoints, Naepalgwae (内八卦), Joksamli (足三里), and Bigyeong (脾經) were mentioned. Conclusions This study analyzed the etiology, pattern differentiation, and Korean medical treatment of anorexia in children. Based on this study, standardization and well-designed clinical studies on Korean medical treatments for childhood anorexia can be expected in the future.

서울 지역 성인들의 식생활 양식유형에 따른 건강식품사용현황 (Patterns of Health Foods Usage by Food Lifestyles of the Adults in Seoul)

  • 조미숙;강남이;양은주;강명화;정혜경
    • 한국식생활문화학회지
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    • 제16권3호
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    • pp.195-202
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    • 2001
  • This study was performed to investigate the pattern of health food usage of the adults by food lifestyles pattern in contemporary Seoul. This study views health food consumption as a cultural practice in which people produce (and reproduce) diverse social relationships and cultural meanings. It also identifies food lifestyles and health food usage pattern of Korean adult in Seoul. This topics were discussed based on field research data collected by nutritional survey with questionnaire. To identify the relationships between pattern of health food and food lifestyles, 503 men and 437 women aged 18 to 65 years were divided into 5 groups of food lifestyles : Health Eaters, In-a-Dither, Traditional Eaters, Conscientious and People on the Go. As a substantial percentage of the subjects were used some kinds of nutrients supplement. The higher the age and family income were, the higher the percentage of health food usage was. There was the significant difference between sexes in usuage of health food. Health food usage was higher in the food lifestyle pattern of Health Eater than other food lifestyles.

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만성피로의 한의임상진료현황에 대한 조사 연구 (Survey on Pattern Identification and Treatment of Chronic Fatigue in Korea Medicine)

  • 김지원;김효진;장은수;정현정;황민우;남동현
    • 동의생리병리학회지
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    • 제32권2호
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    • pp.126-133
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    • 2018
  • The aim of this survey is to investigate the current state of pattern identification, treatment and management on chronic fatigue in the Korean medicine. From May 25, 2017 to June 7, we distributed contents of questionnaires to 17,992 Korean medical doctors via e-mail, and then received answers from 329 people. The surveys were conducted by a specialized research organizations. Researchers were blinded to the participant's personally identifiable information or whether they participated in the investigation. In Korea, almost Korean medicine doctors (94.5%) used pattern identification in the treatment of chronic fatigue patients. The main diagnostic methods were visceral (38.5%), qi-blood-fluid-humor (32.3%), and sasang constitutional pattern identification (14.3%). The high-frequent therapy were herbal medicine (37.0%), acupuncture (27.9%), moxibustion (11.7%), and cupping (8.6%). The primary goals of treatment were Improvement and relaxation of stress condition (18.1%), improvement of quality of life (13.1%), increase of functional vitality (34.0%), and fatigue management (23.3%). The key factors affecting treatment outcomes were the patient's aggressiveness in treatment (23.5%) and his/her lifestyle and environment(22.7%). This study was a pioneering research for chronic fatigue on the aspect of medical service provider in the Korean medicine. We hope that this study can be used as a basis for developing a more appropriate and reasonable practice guidelines for chronic fatigue.

잠재프로파일 분석을 활용한 한국 노인 라이프스타일 유형화와 영향요인 분석 (Predicting Healthy Lifestyle Patterns in Older Community Dwelling Adults: A Latent Profile Analysis)

  • 박강현;양민아;원경아;박지혁
    • 재활치료과학
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    • 제10권2호
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    • pp.75-93
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    • 2021
  • 목적 : 본 연구는 고령자의 라이프스타일이 어떤 형태로 유형화되는지에 대해 라이프스타일 잠재 집단 유형을 분석하고 각 집단의 유형별 특성을 파악하여 고령자의 건강과 삶의 질 증진을 위한 기초자료를 마련하기 위해 수행되었다. 연구방법 : 본 연구에는 횡단연구방법이 사용되었다. 2019년 4월부터 5월까지 고령자의 라이프스타일 유형을 파악하기 위해 만 65세 이상의 국내 지역사회 거주 노인 184명을 대상으로 설문조사가 이루어 졌다. 수집된 설문자료를 활용하여 잠재프로파일분석(LPA)을 실시하였고, 도출된 각 유형별 특성과 영향요인을 확인하기 위해 χ2 검정, 다항로지스틱회귀분석 등을 활용하였다. 결과 : 연구결과, 고령자의 라이프스타일은 중 첫 번째 영역인 신체적 활동부분에서는 '소극적 운동 참여형(31.1%)', '저강도 운동 집중형(54.5%)'과 '균형적 운동 참여형(14.5%)'인 3개의 잠재집단으로 분류되었다. 활동 참여의 경우 '비활동형(12%)', '생활유지형(61%)', '활동적 노년형(27%)'인 3집단으로 분류되었으며, 마지막 식이습관에 대한 경우 '전반적 영양부족형(13.5%)'과 '균형적 영양 섭취형(86.5%)' 2집단으로 분류되었다. 또한 라이프스타일 유형이 고령자의 건강과 삶의 만족도에 미치는 영향을 파악하기 위해 다항로지스틱회귀분석을 실시한 결과, 활동적·균형적 라이프스타일에 속할수록 삶의 질과 건강 수준이 전반적으로 높은 곳으로 확인되었다. 또한 이러한 유형의 예측요인에서 성별, 교육수준, 거주지역 등이 주요하게 작용하는 것으로 나타났다. 결론 : 고령자가 보다 다양한 활동에 균형적으로 참여하고, 활동적인 일상생활을 수행할 때 건강과 삶의 만족도가 증진됨이 분석되었다. 따라서 본 연구결과를 토대로 고령자의 라이프스타일 유형에 맞춘 실증적·정책적 개입 방안을 제안하였다.

급성기 중풍환자의 위험요인, 경고증상, 전조증상 및 설진, 맥상, 변증과 NIHSS의 관련성 연구 (The Relationship between Risk Factors, Warning Signs, Tongue Diagnosis, Pulse Pattern, Pattern Identification and National Institute of Health Stroke Scale in Acute Stroke Patients)

  • 김미영;최원우;박수경;엄정태;박성욱;정우상;조기호
    • 대한한방내과학회지
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    • 제30권4호
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    • pp.708-718
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    • 2009
  • Objectives : The aim of this study was to assess the relationship between risk factors, warning signs, tongue diagnosis, pulse pattern, pattern identification and National Institute of Health Stroke Scale in acute stroke patients. Methods : We studied patients hospitalized within 4 wks after their ictus who were admitted at the Internal Medical Department at Kyunghee Oriental Medical Center, Kyunghee University East-West Neo Medical Center, Kyungwon University Songpa Oriental Medical Center, Kyungwon University Incheon Oriental Medical Center, Dongguk University Ilsan Oriental Medical Center from April 2007 to August 2009. We analyzed the relationship between risk factors, warning signs, tongue diagnosis, pulse pattern, pattern identification and National Institute of Health Stroke Scale in acute stroke patients. Results : 1506 subjects were included into the final analysis. 1. In the risk factors, the NIHSS mean score of atrial fibrillation was significantly higher than non-atrial fibrillation. 2. In the warning signs, the NIHSS mean scores of weakness, loss of eyesight, dysarthria, and sensory loss were significantly higher than in the non-warning signs. 3. There were no significant differences in lifestyle, tongue fur color, pattern identification between groups. 4. In the tongue color, the NIHSS mean score of red was significantly higher than pale or pale red. 5. There were significant differences statistically between forceful/weak, fine/not fine, slippery/not slippery pulse and NIHSS score. Conclusion : The above results show the relationship between risk factors, warning signs, tongue diagnosis, pulse pattern, pattern identification and National Institute of Health Stroke Scale in acute stroke patients. These results can be utilized in the future as a basis material.

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