• Title/Summary/Keyword: severity Index

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Development on Classification Standard of Drought Severity (가뭄심도 분류기준의 개선방안 제시)

  • Kwon, Jinjoo;Ahn, Jaehyun;Kim, Taewoong
    • Journal of Korea Water Resources Association
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    • v.46 no.2
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    • pp.195-204
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    • 2013
  • As drought is phenomenon of nature with unavoidability and repeated characteristic, it is necessary to plan to respond to it in advance and construct drought management system to minimize its damage. This study suggested standard for classification of drought, which is appropriate for our nation to respond to drought by assessing drought severity in the regions for this study. For data collection, 61 locations were selected - the locations keep precipitation data over 30 years of observation. And data for monthly precipitation for 37 years from 1973 were used. Based on this, this study classified unified drought interval into four levels using drought situation phases which are used in government. For standard for classification of drought severity fit to our nation, status of main drought was referred and these are classified based on accumulated probability of drought - 98~100% Exceptional Drought, 94~98% Extreme Drought, 90~94% Severe Drought, 86~90% Moderate Drought. Drought index (SPI, PDSI) was made in descending order and quantitative value of drought index fit to standard of classification for drought severity was calculated. To compare classification results of drought severity of SPI and PDSI with actual drought, comparison by year and month unit were analyzed. As a result, in comparison by year and comparison by month unit of SPI, drought index of each location was mostly identical each other between actual records and analyzed value. But in comparison by month unit of PDSI for same period, actual records did not correspond to analyzed values. This means that further study about mutual supplement for these indexes is necessary.

A study on the development of severity-adjusted mortality prediction model for discharged patient with acute stroke using machine learning (머신러닝을 이용한 급성 뇌졸중 퇴원 환자의 중증도 보정 사망 예측 모형 개발에 관한 연구)

  • Baek, Seol-Kyung;Park, Jong-Ho;Kang, Sung-Hong;Park, Hye-Jin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.11
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    • pp.126-136
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    • 2018
  • The purpose of this study was to develop a severity-adjustment model for predicting mortality in acute stroke patients using machine learning. Using the Korean National Hospital Discharge In-depth Injury Survey from 2006 to 2015, the study population with disease code I60-I63 (KCD 7) were extracted for further analysis. Three tools were used for the severity-adjustment of comorbidity: the Charlson Comorbidity Index (CCI), the Elixhauser comorbidity index (ECI), and the Clinical Classification Software (CCS). The severity-adjustment models for mortality prediction in patients with acute stroke were developed using logistic regression, decision tree, neural network, and support vector machine methods. The most common comorbid disease in stroke patients were hypertension, uncomplicated (43.8%) in the ECI, and essential hypertension (43.9%) in the CCS. Among the CCI, ECI, and CCS, CCS had the highest AUC value. CCS was confirmed as the best severity correction tool. In addition, the AUC values for variables of CCS including main diagnosis, gender, age, hospitalization route, and existence of surgery were 0.808 for the logistic regression analysis, 0.785 for the decision tree, 0.809 for the neural network and 0.830 for the support vector machine. Therefore, the best predictive power was achieved by the support vector machine technique. The results of this study can be used in the establishment of health policy in the future.

A Study on the Severity Control of Unpaved Test Courses (비포장 노면의 가혹도 관리에 관한 연구)

  • Yang, Jin-Saeng;Goo, Sang-Hwa;Lee, Jeong-Hwan;Kang, Do-Kyoung;Lee, Sang-Ho
    • Journal of the Korean Society for Precision Engineering
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    • v.24 no.2 s.191
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    • pp.47-57
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    • 2007
  • The vibration environment essentially companied by vehicle operation on the road is determined by the shape of road surface, which is called profile. In general, the profile and severity of unpaved road is an important issue in the reliability of durability test for vehicles. In order to maintain severity of unpaved road, it is necessary to develop profilometer system. We developed profilometer system which is composed of data processing computer, power unit, air compressor and sensors. This paper focuses on the severity management of unpaved test courses using neural networks. This paper presents the maintenance range for cross-country course in CPG(Chang-won Proving Ground) and the evaluation of similarity degree between unpaved roads.

Analysis of the Relationship between Landform and Forest Fire Severity (지형과 산불피해도와의 관계 분석)

  • Lee, Byung-Doo;Won, Myoung-Soo;Jang, Kwang-Min;Lee, Myung-Bo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.11 no.1
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    • pp.58-67
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    • 2008
  • Topography factors, as homeostasis variables at forest fire, affect the formation of fuel load patterns, atmospheric phenomena and forest fire behavior. Examination of the correlation between landforms and fire severity is important to decision making for fire hazard analysis and fighting strategies. In this study, fire severity was analyzed using Normalized Burn Ratio(NBR) derived from pre- and post-fire Landsat TM/+ETM images and landform were classified based on Topographic Position Index(TPI) in Samcheok(2000), Cheongyang(2002), and Yangyang(2005) forest fire regions. F-tests and Duncan's multi-range test between landform and fire severity showed that fire severities of headwater, high ridges, and upper slopes is higher than ones of local ridges, midslope ridges, and plains. Fire severity were more sensitive in coniferous forest than broadleaf forests.

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The Clinical Significance of Serum Ferritin in Pediatric Non-Alcoholic Fatty Liver Disease

  • Na, Ji Hoon;Park, So Won;Kang, Yunkoo;Koh, Hong;Kim, Seung
    • Pediatric Gastroenterology, Hepatology & Nutrition
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    • v.17 no.4
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    • pp.248-256
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    • 2014
  • Purpose: Non-alcoholic fatty liver disease (NAFLD) in children has become an important public health issue because of its high prevalence and severity. Several noninvasive methods for estimating NAFLD are under investigation. We aimed to evaluate the usefulness of serum ferritin as a biomarker of severity of pediatric NAFLD patients. Methods: A total of 64 NAFLD patient were enrolled from Severance Children's Hospital from March 2010 to February 2013. Serum ferritin levels, liver related laboratory tests, liver magnetic resonance imaging (MRI) (2-dimensional [2D] proton density-fat fraction) and NAFLD severity markers were compared between obese group and overweight group. Correlation analyses were performed between serum ferritin and laboratory values including NAFLD severity markers. Results: In obese group, serum ferritin, alanine aminotransferase (ALT), total bilirubin, international normalized ratio (INR), MRI 2D proton density-fat fraction, aspartate aminotransferase (AST) to platelet ratio index (APRI) and fibrosis- 4 (FIB-4) (an index score calculated from platelet count, ALT, AST and age) were significantly higher than those of overweight group. NAFLD severity markers, APRI and FIB-4, and liver specific important laboratory values, AST, ALT, INR, cholesterol, triglyceride and low density lipoprotein show significant correlation with serum ferritin in NAFLD patients. Conclusion: Serum ferritin concentrations could be a candidate of useful severity marker in the pediatric NAFLD patients.

Usefulness of Procalcitonin in the Assessing the Severity of Community-Acquired Pneumonia Patient (지역사회획득폐렴 환자의 중증도 평가에서 Procalcitonin 유용성)

  • Park, Hun-Pyo;Lee, Jung-Soo;Jang, Ye-Su;Kim, Min-Su
    • Tuberculosis and Respiratory Diseases
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    • v.67 no.5
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    • pp.430-435
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    • 2009
  • Background: Thus far, research studies on community-acquired pneumonia (CAP) have focused on its clinical severity. Recently, it has been determined that procalcitonin (PCT) level is correlated with severity of CAP. A retrospective study conducted at our hospital used risk predictability and PCT to determine whether or no PCT is useful in assessing the severity of CAP. Methods: This study covered 92 CAP cases that were admitted to the respiratory department at Changwon Fatima Hospital between July 1, 2008 and June 30, 2009. All enrolled subjects were measured for infection markers and risk predictability. Results: Based on hospital admission data, enrolled subjects had Pneumonia Severity Index (PSI) scores serving as risk predictors showed that both PCT and white blood cell (WBC) were statistically significant as infection markers (p=0.001, 0.037). Thus, this study used ROC curves in PSI for data analysis. As a result, it was determined that the area under curve (AUC) of PCT and WBC was 0.694 and 0.593 respectively, indicating that PCT has a higher test value for WBC, when PCT was higher than 0.745 ng/mL. In addition, it was found that PCT levels higher than 0.745 ng/mL had higher PSI scores than the group with PCT lower than 0.745 ng/mL (p=0.032). Conclusion: In order to predict risk of pneumonia cases admitted due to symptoms of CAP, it is important to consider PCT as well as PSI, and follow-up monitoring of PCT cases.

The Burden of Atopic Dermatitis on Children and Their Families : Quality of Life and Financial Impact in Seoul Area (서울 지역을 대상으로 모집된 유.소아기 아토피피부염 환아의 삶의 질과 경제적 비용 부담에 관한 조사)

  • Yu, Seung-Min;Choi, In-Hwa
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.23 no.3
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    • pp.122-137
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    • 2010
  • Objective : Atopic dermatitis (AD) in children may profoundly affect the quality of life (QOL), and also cause financial burden, to the families of those suffering from this ailment. The aim of our study was to examine the quality of life and the financial burden of atopic dermatitis in children and their families to evaluate this relationship with the degree of AD. Methods : 37 infant and child atopic dermatitis patients were included and evaluated using the SCORing of Atopic Dermatitis (SCORAD) Index and Eczema Area and Severity Index (EASI). Patients and carers were asked to fill in the questionnaires about their quality of life and financial costs during the past year. Data about sleep disturbance and pruritus were also obtained. Pearson's correlation was used for statistical analysis. Results : 1. The mean score of Children's Dermatology Life Quality Index (CDLQI) was $10.52{\pm}4.82$, Infants' Dermatologic Quality of Life (IDQOL) was $8.21{\pm}3.95$. 2. The mean score of Family Dermatology Life Quality Index (FDLQI) was $13.30{\pm}5.72$, Dermatitis Family Impact (DFI) was $12.5{\pm}4.98$. 3. By analyzing the questionnaire, the monthly average cost was determined to be 730,800 won for each patient : the direct cost was 283,500 won, and the indirect cost was 447,300 won. 4. By analyzing the correlation between the severity of AD and QOL, subjective SCORAD were significantly and positively correlated with QOL(IDQOL, FDLQI, DFI, CDLQI). 5. By analyzing the correlation between the severity of AD and any economic impact, EASI were significantly and positively correlated with the direct cost. Conclusion : The above results show that the QOL of the patients and carers is significantly related to their disease severity. Atopic dermatitis patients pay an average of 730,800 won a month, and the economic impact on the patients is significantly related to their disease severity. The CDLQI, IDQOL, FDLQI and DFImay potentially be of value to help in the appropriate management of AD and can be used as an added measurement in clinical trials involving AD management.

Estimation of the Flash Flood Severity using Runoff hydrograph and Flash flood index (유출수문곡선과 돌발홍수지수를 이용한 돌발홍수심도 산정)

  • Kim, Byung-Sik;Kim, Hung-Soo
    • Journal of Korea Water Resources Association
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    • v.41 no.2
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    • pp.185-196
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    • 2008
  • The flash flood has been studied in the climatological aspect which considers temporal and spatial characteristics of rainfall. However, we have not interested in runoff hydrograph for flash flood study. Therefore, our objectives of this study are to apply a work of Bhaskar et. al (2000) which studied runoff hydrograph to represent the flash flood to Korea and also to distinguish flash flood event from general flood event. That is, we quantified the severity of flash flood by estimation of flash flood index using runoff hydrograph. This study estimated the flash flood index for investigating the relative severity of flash flood in Han river basin with 101 flood events. Also we quantified the flash flood severity for flood event by heavy rainfall occurred in July of 2006. As a result, Kangwon-do province showed more severe flash flood than other areas in Han river basin and urban area such as Jungrang cheon stream also showed severe flash flood. We analyzed a flash flood of July of 2006 by dividing July into 1st to 3rd terms. From the analysis we knew that the 1st term of July showed the severe flash flood was occurred in Seoul area and the 2nd term showed it was occurred in Kangwon-do province.

Development of Deduct Value Curves for the Pavement Condition Index of Asphalt Airfield Pavement (아스팔트 공항포장의 PCI 산출을 위한 공제값 곡선 개발)

  • Lee, Kang-Jin;Seo, Young-Chan;Cho, Nam-Hyun;Park, Dae-Wook
    • International Journal of Highway Engineering
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    • v.15 no.3
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    • pp.37-44
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    • 2013
  • PURPOSES: This study is to develop the deduct value curves for the calculation of pavement condition index of asphalt airfield pavement. METHODS: To develop the deduct value curves of asphalt airfield pavement, panel rating was conducted to decide the pavement condition based on pavement distress type, severity, and density. RESULTS: Results show that standard deviation of deduct values by panel rating is increased at higher severity level and as damage density increases. The deduct value of alligator cracking show the highest. CONCLUSIONS: The deduct value curves based on panel rating could be used without existing problems which were occurred in Shahin's method.

A Study on the Injury Criteria of the Occupant Protection Performance of Crush Cushions (충격흡수시설의 탑승자보호 성능평가 기준에 관한 연구)

  • Lim, Jae-Moon;Jung, Geun-Seup
    • Transactions of the Korean Society of Automotive Engineers
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    • v.16 no.2
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    • pp.49-57
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    • 2008
  • The performance of crash cushion systems is certified through the full scale crash tests by the standard for installation and maintenance guidelines for roadside safety appurtenance. The impact severities of impacting vehicles in collision with crash cushion systems are rated by indices THIV and PHD. Crash test results are considered to study the performance of three crash cushion systems. In case of the frontal impact or the offset frontal impact, the results show that THIV values of three systems are very close to the threshold limit for the occupant protection. Also, the results show that PHD would be improper for the occupant protection performance index. In order to improve the occupant protection performance of crash cushions, ASI needs to be included in the impact severity index.