• Physical Therapy Rehabilitation Science
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• 제12권2호
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• pp.80-91
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• 2023

Objective: The purpose of this study is to identify factors that affect the incidence of hypertension using logistic regression and decision tree analysis, and to build and compare predictive models. Design: Secondary data analysis study Methods: We analyzed 9,859 subjects from the Korean health panel annual 2019 data provided by the Korea Institute for Health and Social Affairs and National Health Insurance Service. Frequency analysis, chi-square test, binary logistic regression, and decision tree analysis were performed on the data. Results: In logistic regression analysis, those who were 60 years of age or older (Odds ratio, OR=68.801, p<0.001), those who were divorced/widowhood/separated (OR=1.377, p<0.001), those who graduated from middle school or younger (OR=1, reference), those who did not walk at all (OR=1, reference), those who were obese (OR=5.109, p<0.001), and those who had poor subjective health status (OR=2.163, p<0.001) were more likely to develop hypertension. In the decision tree, those over 60 years of age, overweight or obese, and those who graduated from middle school or younger had the highest probability of developing hypertension at 83.3%. Logistic regression analysis showed a specificity of 85.3% and sensitivity of 47.9%; while decision tree analysis showed a specificity of 81.9% and sensitivity of 52.9%. In classification accuracy, logistic regression and decision tree analysis showed 73.6% and 72.6% prediction, respectively. Conclusions: Both logistic regression and decision tree analysis were adequate to explain the predictive model. It is thought that both analysis methods can be used as useful data for constructing a predictive model for hypertension.

• Journal of Preventive Medicine and Public Health
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• 제41권1호
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• pp.23-29
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• 2008

Objectives : We examined the association between alcohol consumption and incidence of colorectal cancer in elderly Koreans. Methods : The cohort members (n=14,304) consisted of 4,834 males and 9,470 females derived from the Korea Elderly Pharmacoepidemiologic Cohort (KEPEC), a population-based dynamic cohort. They were aged 65 years old or older and lived in Busan between 1993-1998; they were beneficiaries of the Korean Medical Insurance Corporation (KMIC). Baseline information was surveyed by a self-administered, mailed questionnaire. This study population was restricted to 14,304 participants who reported alcohol drinking habits on the questionnaire and had not been diagnosed with colorectal cancer at baseline. The adjusted hazard ratios (aHR) of status, type, frequency and daily average amount of alcohol consumption were computed with Cox's proportional hazard model, with the never-drinkers as a reference group and controlling for age and gender. Results : After 4.82 person-years of mean follow-up 112 cases of colorectal cancer occurred. The incidence densities of colorectal cancer were 161 (95% CI=123-200) for never-drinkers, 219 (95% CI=125-339) for ex-drinkers, and 137 (95% CI=84-189) for current-drinkers per 100,000 person-year. The status, type, frequency, and daily average amount of alcohol consumption were not significantly related to the incidence of colorectal cancer after controlling for age and gender. Conclusions : There was no significant association between alcohol consumption and colorectal cancer among elderly people after controlling for age and gender.

• Journal of Preventive Medicine and Public Health
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• 제39권2호
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• pp.123-129
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• 2006

Objectives : The incidence of colorectal cancer increased greatly among the elderly in Korea, but the relationship between smoking and colon cancer remains controversial. Few studies have targeted Asian elderly people. We analyzed the smoking status, the amount smoked, and the smoking duration as risk factors of colorectal cancer to determine their association and causality. Methods: The cohort members (n=14, 103) consisted of 4,694 males and 9,409 females, and they were derived from the Korea Elderly Phamacepidemilogic Cohort (KEPEC), which was a population-based dynamic cohort. They were aged 65 years or more and they lived in Busan Metropolitan City between from 1993-1998; they were beneficiaries of the Korean Medical Insurance Corporation (KMIC). The baseline information was surveyed by a self-administered mailed questionnaire; after 8.7 person-years of mean follow up period, 100 cases of colorectal cancer occurred. The adjusted relative ratio (aRR) of smoking status, the smoking amount and the smoking duration were calculated from the Cox's proportional hazard model with the never-smokers as a reference group and the Cox model controlled for age, gender, precancerous lesions of CRC, medication history of NSAIDs & antibiotics, the alcohol drinking status and BMI. Results : Compared with the never smokers, the aRRs were 2.03 (95% CI=1.02-4.03) and 1.36 (95% CI=0.80-2.32) for the ex-smokers and current smokers, respectively. Statistical significant trends were not observed for the dose-relationship among the elderly, either for the mean daily amount smoked (p for trend=0.28) or for the total amount (p for trend=0.15). Still, the aRRs were 1.51 (95% CI=0.97-2.34) for the elderly who smoked less than 40 years and 2.35 (95% CI=1.16-4.74) for the elderly who had 40 years or more of smoking (p for trend=0.06). Smokers who started smoking before the age 20 had an increased aRR of 2.15 (95% CI=1.17-3.93) compared to the never smokers. Conclusions : After controlling for age, gender, precancerous lesion of CRC, medication history of NSAIDs & antibiotics, the alcohol drinking status and BMI, smoking increases the risk of colorectal cancer among elderly people. The age when starting smoking is also important.

• Asian Pacific Journal of Cancer Prevention
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• 제13권2호
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• pp.421-425
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• 2012

Cancer can be a major cause of poverty. This may be due either to the costs of treating and managing the illness as well as its impact upon people's ability to work. This is a concern that particularly affects countries that lack comprehensive social health insurance systems and other types of social safety nets. The ACTION study is a longitudinal cohort study of 10,000 hospital patients with a first time diagnosis of cancer. It aims to assess the impact of cancer on the economic circumstances of patients and their households, patients' quality of life, costs of treatment and survival. Patients will be followed throughout the first year after their cancer diagnosis, with interviews conducted at baseline (after diagnosis), three and 12 months. A cross-section of public and private hospitals as well as cancer centers across eight member countries of the Association of Southeast Asian Nations (ASEAN) will invite patients to participate. The primary outcome is incidence of financial catastrophe following treatment for cancer, defined as out-of-pocket health care expenditure at 12 months exceeding 30% of household income. Secondary outcomes include illness induced poverty, quality of life, psychological distress, economic hardship, survival and disease status. The findings can raise awareness of the extent of the cancer problem in South East Asia and its breadth in terms of its implications for households and the communities in which cancer patients live, identify priorities for further research and catalyze political action to put in place effective cancer control policies.

• KDI Journal of Economic Policy
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• 제31권1호
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• pp.139-167
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• 2009

본 논문은 65세 이상 고령인구의 수와 노인들의 건강상태 등만을 중심으로 한 기존의 연구에 더하여, 노인장기요양보험제도 제2차 시범사업의 자료를 이용한 계량분석을 통해 장기요양서비스 수요의 결정요인을 분석하였다. 분석 결과에 따르면, 우선 노인장기요양보험제도상 장기요양서비스 이용에 대한 보험 적용 대상자를 정하는 등급판정에 일상생활활동에서의 장애가 노인들이 많이 앓고 있는 고혈압, 관절염, 치매 등의 질환을 통제하고서도 통계적으로 유의한 영향을 미쳤다. 또한 노인들의 건강상태, 여성, 기초생활수급자 여부, 노인가구 형태, 노인가구의 월평균 소득 등이 장기요양서비스이용 및 이용 양태에 통계적으로 유의한 영향을 미치는 것으로 나타났다. 특히, 노인가구의 월평균 소득을 통제하고서도 장기요양서비스를 무료로 이용할 수 있는 기초생활수급 대상 노인들의 재가서비스 이용확률이 높게 나타나는데, 이는 소득과 더불어 장기요양서비스의 가격도 장기요양서비스 이용을 결정하는 중요한 요인임을 의미한다.

• 한국콘텐츠학회논문지
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• 제22권6호
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• pp.712-728
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• 2022

세계적으로 노인인구 급증으로 병용약물이 늘어나고, 의료기술의 발달에 따라 다양한 질병 상태의 해소를 위한 약물사용이 늘어나고 있어, 약물의 효과적이고 안전한 사용을 위해 약사의 전문지식에 대한 기대 및 요구는 점차 높아지고 있다. 이에 우리나라는 지난 2009년부터 기존 4년 교육이 아닌 6년제로 약학대학의 학제를 개편하였으며, 고도화된 약료서비스의 제공을 위해 준비된 전문인력을 배출하고 있다. 그러나 현행 국민건강보험 급여체계는 여전히 전통적 약사의 역할인 조제를 중심으로 산정되어, 약사가 제공하거나 제공 가능한 서비스와, 실제로 지급되는 보상급여 간 극심한 간극이 존재하고 있다. 이에 본 연구에서는 약료서비스 지불보상제도의 국제적 동향을 비교분석하여, 현행 한국의 지불보상체계에 시사점을 주고자 하였다. 한국과 일본, 영국 및 미국의 약사서비스 지불보상정책 및 관련 문헌을 검토한 결과, 일본, 영국 및 미국의 시스템은 환자중심의 약료서비스에 대해 제도적으로 구체적이고 다양한 지불수단을 마련하여 보상하고 있으나, 한국의 약국 서비스는 상대적으로 조제관련 행위만 보상하는 정도에 그치고 있어, 국내 약료서비스의 발전을 구조적으로 저해하는 결과를 낳고 있는 것으로 나타났다. 결론적으로, 안전한 약물사용을 위한 환자중심 약료서비스의 제공을 위해서는 국내 지불보상체계가 인정하는 약료서비스의 범위를 확대하고 관련 서비스의 종류를 다양화하여 국내 약사급여제도를 개선시켜나갈 필요가 있다.

• 보건교육건강증진학회지
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• 제21권4호
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• pp.121-135
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• 2004

This study aims to analyze the oral health status of the elderly. Study subjects were 9,340 elderly aged over 65 who took the health examination (the first) for the local insured when the National Health Insurance Corporation carried out its survey from January to December, 2002. The subjects took an oral examination and filled in the questionnaire. Major results from the analysis are as follows: 1. Analysis of Oral Health Behavior For oral health behavior, 38.2％ of total subjects had visited a dental hospital (or clinic) in the last one year in the order of the elderly of big cities (48.3％), the elderly of medium cities (43.9％), and the elderly of rural areas (29.0％)(P<0.001). Elderly men had a higher rate than elderly women, and the younger age had a higher rate(P<0.01). For experience of oral prophylaxis, 12.3％ of the total elderly had experienced it in the order of the elderly of big cities (18.8％), the elderly of medium cities (16.0％), and the elderly of rural areas (6.4％) (P<0.001). For elderly men, the younger age had a higher rate of oral prophylaxis. The number of toothbrushing in order was twice(47.5％), once (26.7％), three times (25.0％), and none (0.7％). The younger age brushed their teeth more often (P<0.001). 2. Analysis of Oral Health Status The rate of caries was 10.6％ of the elderly surveyed. By area, the elderly of rural areas had a higher rate of caries than the elderly of cities (p<0.001) and elderly men were higher than elderly women (p<0.001). By age, many elderly aged over 80 had more than two caries. For missing teeth, the elderly of rural areas had a higher rate than the elderly of cities (p<0.001) and the older age had a higher rate(p<0.001). The rate of periodontal disease was 43.2％ of the total elderly. By area, the elderly of big cities (46.2％) had a higher rate of periodontal disease than the elderly of medium cities (39.4％) and rural areas (43.6％)(p<0.001), and elderly men (46.4％) were higher than elderly women (40.2％)(p<0.001). By age, the lower age had a higher rate of peridontal disease (p<0.001). Dental abrasion was observed in 16.9％ of the total elderly. The elderly of cities (21.0％) had a higher rate than the elderly of rural areas (12.0％)(p<0.001) and elderly men (21.3％) were higher than elderly women (12.8％)(p<0.001). Also the lower age had more dental abrasion symptoms (p<0.001). For needing a denture, the rate among the elderly was 48.5％ and was higher for the elderly of rural areas(20.9％), than the elderly of big cities(7.0％) and medium cities (10.5％)(p<0.001). For the rate of denture wearing, the elderly of rural areas(41.8％) were higher than the elderly of big cities (27.7％) and medium cities (28.2％ )(p<0.001). For the relation of drinking and smoking to oral health, the elderly who had a higher frequency of drinking, had a higher rate of caries (p<0.001)periodontal disease(p<0.001) and missing teeth(p<0.001) Smokers had a higher rate of caries (p<0.001), periodontal disease (p<0.05), and missing teeth (p<0.001) than nonsmokers.

• 대한후두음성언어의학회지
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• 제30권1호
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• pp.34-38
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• 2019

Background and Objectives : The aim of this study is verify the correlation between benign laryngeal mucosal disease and metabolic syndrome. Materials and Method : Data for patients diagnosed with benign laryngeal mucosal disease and metabolic syndrome from 2006 to 2015 were selected for analysis from the National Health Insurance Service database. Results : The prevalence of Metabolic syndrome was 2,179,785 out of 6,437,051 patients (33.86%). The prevalence of benign laryngeal mucosal disease was 516,594 out of 6,437,051 patients (8.03%). Metabolic syndrome was a risk factor for benign laryngeal mucosal disease [hazard ratio: 0.99, 95% confidence interval: 0.984-0.997] after adjusting for age and other variables including age, gender, smoking status, alcohol intake, exercise, body mass index, and diabetes. The number of metabolic syndrome components was also risk factor. Conclusion : Metabolic syndrome was related to the incidence of benign laryngeal mucosal disease. However this correlation did not seem to be high.

• 한국주거학회논문집
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• 제11권1호
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• pp.57-68
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• 2000

This study has been performed to review critical issues affecting continuous residence in profit(self-paid) assistant living facilities for the elderly in the United States. There are three factors influencing continuous residence of frail elderly in the facilities as long as they want without involuntary discharge : Financial ability, behavioral aspects, and facility management situation. Regarding financial ability, income, purchase of insurance policy, cashable assets, willingfulness to pay, and health status were found to be crucial determinants of continuous residence. Overall, 40-50% of those aged 65+ are financially able to stay in the assistant facilities as long as they want, without involuntary discharge. As for behavioral aspects, extroversions, congeniality, culture & life style, conscientiousness, preference for person, and physiological habits were found to be crucial determinants of continuous residence. As for the management situation, it is essential that facilities reach nature level of self-governing rights of the older residents and good local images, and conflicts among the residents and managing parties be resolved on the agreeable standards of inspectors. finally in this study, it is proposed that in Korea, national pension authority offer a liability package for assistant residence, for the case of individual bankruptcy.

• 보건행정학회지
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• 제23권4호
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• pp.427-433
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• 2013

Background: This study was conducted to evaluate the factors affecting adherence in patients with hypertension and type 2 diabetes mellitus before and after a clinic based patient incentive program in Incheon. Methods: An observational follow-up study was done for 28,355 patients in one registered group and 245,598 patients in a non-registered group from March 16th 2009 to December 31th 2010 in Incheon. The registration, mandatory laboratory tests and number of clinic visits were collected by merging the Incheon Chronic Disease Management System data and the National Health Insurance Corporation (NHIC) data. As a measure of patient adherence, we used a variable of prescription days from the NHIC and defined above 80% of average prescription days as an appropriate patient adherence. Repeated measures analysis of variance and logistic regression were used to analyze the differences in patient adherence and factors affecting adherence. Results: The changes in prescription days for the registered group are larger than for the non-registered group. In the logistic regression model, including the variables with sex, age, income status and number of clinic visits, the registered group exhibited a higher Odds ratio in the patient adherence. Conclusion: This study revealed the association between registration and appropriate patient adherence in patients with hypertension or type 2 diabetes mellitus.