• Title/Summary/Keyword: 건강검진 데이터

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A Study on Countermeasures of Convergence for Big Data and Security Threats to Attack DRDoS in U-Healthcare Device (U-Healthcare 기기에서 DRDoS공격 보안위협과 Big Data를 융합한 대응방안 연구)

  • Hur, Yun-A;Lee, Keun-Ho
    • Journal of the Korea Convergence Society
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    • v.6 no.4
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    • pp.243-248
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    • 2015
  • U-Healthcare is a convergence service with medical care and IT which enables to examine, manage and maintain the patient's health any time and any place. For communication conducted in U-Healthcare service, the transmission methods are used that patient's medical checkup analysis results or emergency data are transmitted to hospital server using wireless communication method. At this moment when the attacker who executes the malicious access makes DRDoS(Distributed Reflection DoS) attack to U-Healthcare devices or BS(Base Station), various damages occur that contextual information of urgent patients are not transmitted to hospital server. In order to deal with this problem, this study suggests DRDoS attack scenario and countermeasures against DRDoS and converges with Big Data which could process large amount of packets. When the attacker attacks U-Healthcare devices or BS(Base Station), DB is interconnected and the attack is prevented if it is coincident. This study analyzes the attack method that could occur in U-Healthcare devices or BS which are remote medical service and suggests countermeasures against the security threat using Big Data.

Association between breastfeeding and early childhood caries: analysis of National Health Insurance Corporation's oral examination data for infants and toddlers (모유수유와 유아기 우식증과의 관련성: 국민건강보험공단 영유아 구강검진 자료 분석)

  • Choi, Yoon-Young
    • Journal of Korean society of Dental Hygiene
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    • v.21 no.2
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    • pp.119-128
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    • 2021
  • Objectives: The aim of this study was to investigate the effect of breastfeeding on the occurrence of early childhood caries in Korean infants and toddlers. Methods: Data on oral examinations of infants and toddlers of the National Health Insurance Service were analyzed. The study subjects were children who participated in both the first, second, and third oral examinations and the first general health examination in 2008-2017 (n=142,185). Based on the responses to the questionnaire, the subjects were classified into breastfeeding, formula feeding, and mixed feeding groups. The participants were monitored for the development of early childhood caries in three sequential oral examinations. Results: Based on the oral examination results conducted at 54-65 months old, the decayed-filled teeth index of the breastfeeding group was the highest (2.03±3.08), followed by the mixed (1.96±3.03) and the formula feeding groups (1.82±2.91). The Cox proportional hazard regression model including all the variables showed that the risk of developing dental caries was significantly lower in the formula (hazard ratio [HR], 0.85) and mixed feeding groups (HR, 0.91) than in the breastfeeding group. Conclusions: Breastfeeding children have a higher risk of early childhood caries; therefore, oral hygiene education and regular dental check-ups are necessary.

Prediction Model for Hypertriglyceridemia Based on Naive Bayes Using Facial Characteristics (안면 정보를 이용한 나이브 베이즈 기반 고중성지방혈증 예측 모델)

  • Lee, Juwon;Lee, Bum Ju
    • KIPS Transactions on Software and Data Engineering
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    • v.8 no.11
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    • pp.433-440
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    • 2019
  • Recently, machine learning and data mining have been used for many disease prediction and diagnosis. Chronic diseases account for about 80% of the total mortality rate and are increasing gradually. In previous studies, the predictive model for chronic diseases use data such as blood glucose, blood pressure, and insulin levels. In this paper, world's first research, verifies the relationship between dyslipidemia and facial characteristics, and develops the predictive model using machine learning based facial characteristics. Clinical data were obtained from 5390 adult Korean men, and using hypertriglyceridemia and facial characteristics data. Hypertriglyceridemia is a measure of dyslipidemia. The result of this study, find the facial characteristics that highly correlated with hypertriglyceridemia. FD_43_143_aD (p<0.0001, Area Under the receiver operating characteristics Curve(AUC)=0.652) is the best indicator of this study. FD_43_143_aD means distance between mandibular. The model based on this result obtained AUC value of 0.662. These results will provide a basis for predicting various diseases with only facial characteristics in the screening stage of disease epidemiology and public health in the future.

A Study on Regional Variations for Disease-specific Cardiac Arrest (질환성 심정지 발생의 지역별 변이에 관한 연구)

  • Park, Il-Su;Kim, Eun-Ju;Kim, Yoo-Mi;Hong, Sung-Ok;Kim, Young-Taek;Kang, Sung-Hong
    • Journal of Digital Convergence
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    • v.13 no.1
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    • pp.353-366
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    • 2015
  • The purpose of this study was to examine how region-specific characteristics affect the occurrence of cardiac arrest. To analyze, we combined a unique data set including key indicators of health condition and cardiac arrest occurrence at the 244 small administrative districts. Our data came from two main sources in Korea Center For Disease Control and Prevention (KCDC): 2010 Out-of-Hospital Cardiac Arrest Surveillance and Community Health Survey. We analyzed data by using multiple regression, geographically weighted regression and decision tree. Decision tree model is selected as the final model to explain regional variations of cardiac arrest. Factors of regional variations of cardiac arrest occurrence are population density, diagnosis rates of hypertension, stress level, participating screening level, high drinking rate, and smoking rate. Taken as a whole, accounting for geographical variations of health conditions, health behaviors and other socioeconomic factors are important when regionally customized health policy is implemented to decrease the cardiac arrest occurrence.

A study on the implementation of Medical Telemetry systems using wireless public data network (무선공중망을 이용한 의료 정보 데이터 원격 모니터링 시스템에 관한 연구)

  • 이택규;김영길
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2000.10a
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    • pp.278-283
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    • 2000
  • As information communication technology developed we could check our blood pressure, pulsation electrocardiogram, SpO2 and blood test easily at home. To check our health at ordinary times is able though interlocking the house medical instrument with the wireless public data network This service will help the inconvenience to visit the hospital everytime and will save the individual's time and cost. In each house an organism data which is detected from the human body will be transmitted to the distance hospital and will be essentially applied through wireless public data network The medical information transmit system is utilized by wireless close range network It would transmit the obtained organism signal wirelessly from the personal device to the main center system in the hospital. Remote telemetry system is embodied by utilizing wireless media access protocol. The protocol is embodied by grafting CSMA/CA(Carrier Sense Multiple Access with Collision Avoidance) protocol falling mode which is standards from IEEE 802.11. Among the house care telemetry system which could measure blood pressure, pulsation, electrocardiogram, SpO2 the study embodies the ECC(electrocardiograph) measure part. It within the ECC function into the movable device and add 900㎒ band wireless public data interface. Then the aged, the patients even anyone in the house could obtain ECG and keep, record the data. It would be essential to control those who had a health-examination heart diseases or more complicated heart diseases and to observe the latent heart disease patient continuously. To embody the medical information transmit system which is based on wireless network. It would transmit the ECG data among the organism signal data which would be utilized by wireless network modem and NCL(Native Control Language) protocol to contact through wireless network Through the SCR(Standard Context Routing) protocol in the network it will be connected to the wired host computer. The computer will check the recorded individual information and the obtained ECC data then send the correspond examination to the movable device. The study suggests the medical transmit system model utilized by the wireless public data network.

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An Iris Detection Algorithm for Disease Prediction based Iridology (홍채학기반이 질병예측을 위한 홍채인식 알고리즘)

  • Cho, Young-bok;Woo, Sung-Hee;Lee, Sang-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.1
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    • pp.107-114
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    • 2017
  • Iris diagnosis is an alternative medicine to diagnose the disease of the patient by using different of the iris pattern, color and other characteristics. This paper proposed a disease prediction algorithm that using the iris regions that analyze iris change to using differential image of iris image. this method utilize as patient's health examination according to iris change. Because most of previous studies only find a sign pattern in a iris image, it's not enough to be used for a iris diagnosis system. We're developed an iris diagnosis system based on a iris images processing approach, It's presents the extraction algorithms of 8 major iris signs and correction manually for improving the accuracy of analysis. As a result, PNSR of applied edge detection image is about 132, and pattern matching area recognition presented practical use possibility by automatic diagnostic that presume situation of human body by iris about 91%.

Influence Factors on Medical Expenditure according of Occupation Classification (직업분류에 따른 의료비 지출 규모와 영향 요인)

  • Choi, Ryoung
    • Journal of Digital Convergence
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    • v.17 no.4
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    • pp.203-210
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    • 2019
  • This study analyzed the size and influence factors of annual average health expenditure according to job type. Using data from the Korea Health Panel (2012), the final analysis was conducted on adults aged 20 years or older, excluding the missing data. Data analysis was done by logistic regression analysis to analyze the factors affecting medical expenditure. As a result of the study, Model 1 showed higher expenditure on medical expenses by skilled workers in agriculture and forestry fishery than those in simple labor. Model 2 was analyzed as having a positive effect on the increase of medical expenditure by the simple worker in the sales of the occupation, statistically significant by sex, marriage, income level and chronic disease. Therefore, it would be necessary to establish social security and health care & welfare policies, in order to grasp the disease with a high frequency rate according to occupation status and activate the physical examination and preventive actions.

The Association of Mercury and ALT with Obesity in Korean Adults: Using Data from the Korea National Health and Nutrition Examination Survey for 11 Years (KNHANES 2005, 2008~2017) (대한민국 성인에서 비만에 대한 수은과 ALT의 관련성 : 11년간의 국민건강영양조사 자료를 사용하여 (KNHANES 2005, 2008~2017))

  • Pyo, Sang Shin
    • Korean Journal of Clinical Laboratory Science
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    • v.54 no.3
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    • pp.192-200
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    • 2022
  • The association between heavy metals in the blood and obesity has been examined in many studies. However, inconsistencies have been observed in the results from these studies. The present study was conducted using data from 119,181 participants of the Korea National Health and Nutrition Examination Survey (KNHANES) for 11 years in 2005 and between 2008 and 2017. The subjects with missing heavy metal blood tests, health interview data, and health examination data were excluded from the study. The study population comprised 1,844 individuals (972 men, 872 women) who were eligible for inclusion. It was found that obesity and abdominal obesity were associated with an increase in both blood mercury (P<0.001) and alanine aminotransferase (ALT) (P<0.001). After adjusting the confounding factors, those with concurrent high levels of ALT and the highest tertile of mercury showed an increased risk of obesity (odds ratio 4.46, 95%, confidence interval 2.23~8.90, P<0.001) as well as abdominal obesity (odds ratio 5.36, 95%, confidence interval 2.57~11.17, P<0.001). The interrelationship of mercury and ALT with the parameters of body mass index (P for interaction=0.009) and waist circumference (P for interaction=0.012), respectively, have been observed to be significant, suggesting that the reciprocal relationship could contribute to obesity and abdominal obesity.

Cardiovascular Risk Factors in Diabetic Patients according Duration of Diabetes Mellitus: The Sixth Korea National Health and Nutrition Examination Survey (당뇨병 유병기간에 따른 당뇨병 환자의 심혈관 위험 인자: 국민건강영양조사 6기 자료 이용)

  • Kim, Hee Sung
    • The Journal of the Korea Contents Association
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    • v.18 no.12
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    • pp.208-217
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    • 2018
  • The purpose of this study was to provide information on the treatment and management of diabetic patients using all the available data of the Korea National Health and Nutrition Examination Survey (KNHANES, 2013-2015) on the serological and complication patterns of cardiovascular disease (CVD) according to the duration of diabetes mellitus (DM). KNHANES consists of health questionnaires, screenings, and nutrition surveys. The study subjects were 1,316 persons who were aged between 18 and 80 years and who answered the duration of DM. DM was classified as 0-5, 6-10, 11-15, 16-20, and over 20 years according to duration of DM. The longer the duration of DM, the older the BMI, the lower the smoker, the higher the HbA1c and the lower the glomerular filtration rate. Total cholesterol, LDL-C and triglyceride levels were low and HDL-C levels were similar. The proportion of patients receiving insulin and oral hypoglycemic agents increased. The longer the duration of DM, the worse blood glucose control and the increased risk of microvascular and macrovascular complications. To prevent these complications, intensive care and monitoring should be used to control the risk factors.

Enhancement of the Early/Precise Diagnosis Based on the Measurement of SUVs in F-18 FDG PET/CT Whole-body Image (F-18 FDG PET/CT 전신 영상에서 SUVs 측정에 기반한 조기/정밀 진단 연구)

  • Park, Jeong-Kyu;Kim, Sung Kyu;Cho, Ihn-Ho;Kong, Eun-Jung;Park, Myeong-Hwan;Cho, Bok-Yeon
    • Progress in Medical Physics
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    • v.24 no.3
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    • pp.176-182
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    • 2013
  • Through this research, we measure the data for several SUVs such as SUVLBM, SUVBW, and SUVBSA using volume of interest in order to enhance the diagnostic level in whole-body image for healthy examinees via F-18 FDG PET/CT. Maximum value, mean value, standard deviation, and threshold value for each SUVs are shown. The measurement of SUVs are carried out with 31 examinees who have taken whole-body examination with F-18 FDG PET/CT from July, 2012 to August, 2012. To secure the preciseness of measurement, we selected 26 healthy examinees as a subject of measurement according to diagnostic view of a nuclear-medical doctor. We see from the measurement of SUVs of PET/CT that the value of SUVBW is hightest and followed by SUVLBM and SUVBSA in turn regardless of the use of contrast media. By comparing the SUVLBM-maximum data for the group used contrast media with those for the group used no contrast media, there found a trend that the measured values increase when the contrast media are used. Among them, liver, aorta, lumbar-5, and Cerebellum exhibit significant difference (p<0.05). We conclude that our data for SUVs would be basic references in overall image interpretation, and hope that the research using VOI would be active.