• 한국빅데이터학회지
• /
• 제3권1호
• /
• pp.55-62
• /
• 2018

본 연구에서는 그동안 해외에서 주로 실행되어 왔던 빅데이터를 이용한 다양한 질병(독감, 폐렴, 수족구병) 환자수 예측 모델을 개발해 보았다. 기존의 환자수 예측이 병원에서 실제 환자수를 카운팅한 수를 수집하여 발표하는 시스템이라면, 이번에 개발한 연구 모델은 실시간으로 제공되는 질병 관련 단어 및 다양한 기후 데이터를 접목하여 기계학습 방법으로 알고리즘을 만들고, 이를 기반으로 정부에서 발표하기 전 환자수를 예측하는 모델이다. 특히 유행성 질병이 빠르게 확산될 경우, 실시간으로 전파 속도를 파악할 수 있다는 점에서 그 장점이 있다. 이를 위하여 구글 플루 트렌드에서 실패한 부분을 최대한 보완하여 다양한 데이터를 활용한 예측 모델을 개발하였다.

• 한국보건간호학회지
• /
• 제10권2호
• /
• pp.146-161
• /
• 1996

This study was purposed to find health promotion and care needs of the elderly in rural area of Korea. As the rural elderly are limited in accessibility to health care resources and could not immediately solve their health care needs when they need. health promotion and care services are expected to bring better and more practical solutions of their health care needs. Thus, the type of health care services to be developed in Korea rural area is discussed to have emphasis on health care service component in addition to health promoting components. Methods of this study was based on survey data analysis : total 322 persons aged older than 55 living at one 'Kun' in Korea administrative unit were interviewed by health workers working at the region and also get trained for this study data collection. The data collection interview was continued from February till May in 1996. The interview questions were modified with adjustment to Korea situation. with basis of the WHO's health promotion program components. The collected data were analyzed using SAS program for frequency, correlation, regressions. The major findings were as follows : (1) $74.8\%$ of the surveyed were sick at the survey time point. and $95.9\%$ known the diagnosis name of the disease. The most frequently complained diseases were Muscular-Skeletal diseases $(43.7\%)$. $34\%$ of those sick had never treated or discontinued therapeutic procedures. so that shown the necessity of systematic and usual health care services with health promotion program development for the elderly. (2) The percent of those who make social participation was $95.3\%$. and the activities were visiting neighbors $(70.4\%)$ and lack of qualified social activity programs. (3) $78.1\%$ of the surveyed had health counseling and education from professional health workers. Those ceased smoking and drinking were $59.6\%,\; 60.3\%$. respectively. Those had no application of therapeutic drugs or nutrion supplements was $40.7\%\;and\;94.1\%$ had regular meals. Those practiced exercises was low remarking $17.7\%$. (4) Positive health behaviors were better carried out by sick groups than by the healthier. except smoking. regular meals. and exercise. $17.5\%$ of sick group smoke more than one case of cigarettes. in contrast to $9.5\%$ of the healthier. (5) Mental health status was heathier among positive health behavior earners. Health counseling and education shown better score of mental health than those never counseled. (6) Positive health behavior practice frequency did not show significant differences when crossed by social activity participation status. (7) Health behaviors of the rural elderly people were carried out better when they had positive 'continuency in therapeutic procedure' 'health status'. 'familial relationship'. 'Health Status' of the rural olderly were explained by 'exercise'. 'drinking'. 'familial relationship'. 'activities of daily living'. Thus, health behaviors practice mutually interact with health status. In conclusion. the health promotion and care program component are recommended to include ation on the necessity of positive health promotion active social acitivities. pleasant life style, adaption into changes on the elderly, safety in residential area. community acitivity and resource utilization. etc .. in addition to the elderly's disability and sickness caring services.

• 보건교육건강증진학회지
• /
• 제2권1호
• /
• pp.56-80
• /
• 1984

The main objectives of the present study is to evaluate Physician's Health Education Activities by means of physician's direct response to the prepared questionnaire and patient's perception to the physician in the course of medical care. For the data collection, the present study was conducted from Aug. 16 to Oct. 7, 1983 for 739 patients and 91 physicians who were attended outpatient clinics of 5 general hospitals in Seoul. The major findings are summarized as follows: 1. Self-evaluation on Physician's Health Education Activities (1) In consideration of health education services for the patient, the data revealed that 9.9% of the sampled physician wanted to strength public health and preventive medicine lecture in the curricula at medical education. On the other hand, only 1.1% expressed that they wanted to make it short. (2) In consideration of the necessity of health education service, it was shown that 95.6% of physicians agreed to take it into consideration. Self expression for the practice of health education was placed on the 3.15 score when 5 point scale used. (3) To evaluate the degree of an explanation about medical care for the patient, Index score with 4 point scale was employed. The Index score for the first time was shown that scale was placed on 3.23 for 'diagnosis', 3.12 for 'progress of the disease', 3.11 for 'discription of procedure' and 3.02 for 'cause of the disease' respectively. In comparison of the physician's explanation about the status of disease for the first and the second visitors to clinic, they evaluated themselves as giving more detailed explanation for the second visitors rather than the first visitors. 2. Physician's Health Education Services evaluated by patients (1) To evaluate physician-patient communication at beginning time for taking history about disease, the Index score with 5 point scale was employed. The data on taking history have shown that the score placed on 3.07 for those patients who visited the first time and 2.53 for second visitors. And the score about listening from the patients was placed on 3.52 and 3.42 respectively. (2) The Index score with 5 point scale, as used before, was also employed to evaluate medical care services for the patient. The data evaluated by the patients was shown that the score placed on 4.21 for patient treatment in general, 4.58 for physician's credibility, and 3.6 for physician's kindness. However, approximately 80% of those who failed to understand physician's explanation was caused by highly sophisticated medical terminology. (3) According to the Index score with 4 point scale, to evaluate physician's explanation, the data was shown that the patient who visited the first time gave 2.51 for 'diagnosis', 2.35 for 'progress', 2.11 for 'cause of the disease' and so on. It is acknowledged on the whole that the patients who visited the second time have more satisfaction in physician's explanation about their disease, than those who visited the first time. 3. Comparison of self-evaluation of Physician's Health Education Activities and patient's perception. (1) There was communication barriers between physicians and patients in expressing some medical terminology. For example physician understood that they explained more than 50% of medical terminology into common words for the patient, but 30% of patient complained medical terminology used by physician. (2) Comparing the index score of health education practice recognized by patients and physicians for both first visit and revisit groups, it was shown that the Index score of health education activities evaluated by physicians themselves were slightly higher than the score evaluated by patients.

• 한국지능시스템학회논문지
• /
• 제22권6호
• /
• pp.786-792
• /
• 2012

마이크로어레이는 수만 가지 이상의 DNA 또는 RNA를 기판위에 배열해 놓은 것이며 이 기술을 이용하여 대량의 유전자 발현을 탐색할 수 있게 되었다. 그렇지만 마이크로어레이는 실험자가 탐색하려는 특정 표현형에 대해서 설계된 실험방법을 이용하므로 제한된 숫자의 유전자 발현만을 관찰할 수 있다. 본 논문에서는 MicroRNAs(miRNAs)와 Protein-Protein Interaction(PPI) 정보를 포함하고 있는 데이터베이스를 활용하여 마이크로어레이 데이터의 의미적 확장 방법을 제시하고자 한다. 또한 Online Mendelian Inheritance in Man(OMIM) 및 International Statistical Classification of Diseases and Related Health Problems, $10^{th}$ Revision(ICD-10)을 이용하여 질병 간 유전적 공통점 파악을 시도하였다. 이러한 접근방법을 통하여 새로운 생물학적 시각을 제공할 수 있을 것으로 기대된다.

• 인터넷정보학회논문지
• /
• 제22권1호
• /
• pp.89-98
• /
• 2021

지역사회획득폐렴은 만성폐쇄성페질환 환자 사망의 중요 원인 질환이며 폐렴구균은 폐렴의 중요 원인균이다. 폐렴구균에 의한 폐렴을 예방하는 대표적인 방법으로는 폐렴구균백신과 독감백신의 접종을 들 수 있다. 국내 주요 7개 대학병원에서는 전향적, 다기관, 코호트 연구를 통하여 폐렴으로 입원한 만성폐쇄성폐질환 환자를 대상으로 폐렴구균예방접종과 독감예방접종여부에 따라 폐렴의 중증도에 차이가 있는지에 대해 연구하였다. 본 연구의 목적은 다기관 연구자들이 만성폐쇄성폐질환 환자의 데이터를 효과적으로 수집하고 관리하도록 도움을 주는 온라인 등록 시스템을 구축하는 것이다. 본 연구에서는 기존의 오프라인 임상 연구의 단점을 보완하기 위해 정확한 데이터의 입력과 편리한 데이터 완성, 그리고 실시간 데이터 관리 등의 세 가지 기본 전략을 제시하였다. 개발된 온라인 등록 시스템은 다기관 임상 연구에 활용되어 그 성능을 평가받았다.

• 융합정보논문지
• /
• 제9권4호
• /
• pp.1-7
• /
• 2019

의료환경이 IT기술과 접목되어 의료 서비스에 대한 패러다임이 치료에서 예방으로 변화하고 있다. 특히, ICT 융 복합 디지털 헬스케어 기술이 병원 의료 시스템에 접목되면서 빅데이터, 사물인터넷, 인공지능과 같은 기반기술이 클라우드와 함께 사용되고 있다. 특히, 의료 서비스가 IT 기기와 함께 사용되면서 의료 서비스는 점점 더 사용자가 손쉽게 접근할 수 있도록 의료 서비스의 품질이 향상되고 있다. 클라우드 의료 환경 서비스에 IoT 서비스를 접목하려는 의료기관들은 병원 운영 비용 절감 및 서비스 품질 개선을 위해서 노력은 하고 있지만 아직 완벽하게 지원되지는 못하고 있는 상황이다. 본 논문에서는 클라우드 환경을 구축한 병원 IoT 시스템에서의 환자 정보 수집모델을 제안한다. 제안 모델에서는 병원 IoT 시스템을 구축한 클라우드 환경의 병원에서 환자의 질병 정보를 환자신체에 부착된 IoT 장치를 통해서 제3자가 환자의 생체 정보를 불법적으로 도청 및 간섭하는 것을 예방한다. 제안 모델에서는 병원을 방문하는 환자들의 식습관과 관련하여 발생되는 질병을 IoT 장치를 통해 수집하여 치료받을 수 있도록 의료진이 환자의 질병 정보를 분석하도록 한다. 분석된 질병 정보는 환자의 질병 정도에 따라 처방과 관리를 손쉽게 처리하도록 병원 업무를 최소화한다.

• 한국임상수의학회지
• /
• 제41권2호
• /
• pp.71-78
• /
• 2024

Changes in elimination behavior, including urination and defecation, are common clinical signs of numerous disorders in cats. Therefore, this study attempted to automatically measure the elimination behavior of cats using the litter box and develop an early warning system for the guardian in case of abnormalities. To construct an early warning system for abnormal changes through cat elimination behavior, it consisted of a litter box, an automatic sensor for data collection and data wifi transmission, a server for data analysis, and a mobile phone app for result transmission and early warning. To establish the reference interval (RI), the elimination behavior was monitored for more than 2 weeks using a motion sensor within a litter box in 37 healthy cats and 19 diseased cats. The data were expressed as daily total visits, daily total stay duration, average stay duration per elimination, weekly total visits, and weekly total stay duration. Healthy cats showed median daily total visits of 3 times/day (RI 1.0-7.0) and daily total stay duration of 192 s/day (RI 8.0-452.0). For weekly data, the median total visits were 20 times/week (RI 3.0-35.25) and the median total stay duration was 1,147 s/week (RI 80.0-2,249.5). The average stay duration per elimination was 59 s/elimination (RI 4.67-132.0). Diseased cats showed more frequent elimination behavior than healthy cats (p < 0.001). Otherwise, for each elimination, diseased cats had shorter stay durations than healthy cats (p < 0.001). This study established the RIs of elimination behavior parameters (frequency and duration) in healthy cats. The present study might help guardians and veterinarians detect changes in elimination behaviors in diseased cats at an early stage.

• 성인간호학회지
• /
• 제21권1호
• /
• pp.23-33
• /
• 2009

Purpose: The purpose of this study was to examine lifestyle, BMI, BP, and lipids profiles in male subjects and to explore the relationships among variables. Methods: A total of 148 male subjects were recruited from one life insurance company from December 1, 2005 to February 28, 2006. Data collection methods were structured questionnaire, anthropometry and serum analysis. The relationships among lifestyle, BMI, BP, and serum lipid profiles were assessed by descriptive analysis, t-test, ANOVA, and partial Pearson's correlation coefficient of variables after controlling for age, educational level, and economic status. Results: The mean BMI of the participants was relatively high as 25.38(range: 18.38 - 32.83). The differences of serum lipid profiles according to age, educational level, and economic status were significant. 'Use of caffeine and drugs'(r = -.187, p < .05) and 'consciousness of safety'( r= -.200, p < .05) was negatively related to BMI. Higher score of 'type of personality' domain was correlated with lower systolic BP(r = -.221, p < .01) and lower diastolic BP(r = -.195, p < .05) and was positively correlated with HDL(r = .191, p < .05). Conclusion: 'Use of caffeine and drugs', 'consciousness of safety' and 'type of personality' of lifestyle as well as 'dietary habit' and 'exercise' played a key role in circulatory disease.

• 대한간호학회지
• /
• 제37권2호
• /
• pp.201-207
• /
• 2007

Purpose. The purpose of this study was to determine the subjects' health status according to the needs of visiting health and the function of the family in home care nursing. Sample and Method. The data collection period was from 07/01/04 to 10/31/04 and the subjects were 488 of those above 60 years of age staying at home or living alone who registered at a visiting health service of public health center at an urban area in Korea. This survey was carried out by visiting health nurses and participation was agreed on by the elderly people. Results. The extent of the subjects' total health status to the general characteristics had differences according to the age, sex, monthly income, perceived health status, known functional disorder, and yes-or-no for disease. At all health status domains, visiting health need care in the group I was very lower than one in II, III, or IV groups. Also the severe dysfunctional family was lower than lightly dysfunctional family and normal functional family in all health status domains. Conclusion. Nurses must provide their characteristics considered nursing intervention for the elderly who have high visiting health needs and severe dysfunctional family with vulnerable health care.

• 한국농촌생활과학회지
• /
• 제8권2호
• /
• pp.131-143
• /
• 1997

The purpose of this study was to compare health status and diery health practice of middle-aged rural adults with or without hypertension. Eighty three subjects (mean age : 55.6$\pm$11.9), were composed of 22 males and 61 females. Data collection includes serum and urine collections for health status and the questionnaire including dietary habit of salt, sugar, dietary fiber and fat intake for dietary health practice The results were as follows : The subjects were composed 23 persons of under 55 year-old group and 19 persons of over 65 year-old group. Of the 83 subjects, 28.9% were recognized hypertension and 33.7% were measured hypertension by systolic blood pressure. In the aspects of dietary health practice, hypertension group showed that smoking and weight control practice and were significantly low score, alcohol and dietary fiber intake were high score. Hypertension group showed higher frequency in diabetes mellitus and lower in gastrointestinal complain and liver disease. than normal blood pressure group. Serum, TG, bilirubin, BUN and cholesterol, were significantly higher in hypertension than normal blood pressure group. The mean values of serum albumin and urinary creatinine excretion in hypertension group werw significantly lower. The consciousness of health status was lower in hypertension group and also attributed to worse personal feeling health by modified CMI test.