• Title/Summary/Keyword: risk-sensitive

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Privacy-Constrained Relational Data Perturbation: An Empirical Evaluation

  • Deokyeon Jang;Minsoo Kim;Yon Dohn Chung
    • Journal of Information Processing Systems
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    • v.20 no.4
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    • pp.524-534
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    • 2024
  • The release of relational data containing personal sensitive information poses a significant risk of privacy breaches. To preserve privacy while publishing such data, it is important to implement techniques that ensure protection of sensitive information. One popular technique used for this purpose is data perturbation, which is popularly used for privacy-preserving data release due to its simplicity and efficiency. However, the data perturbation has some limitations that prevent its practical application. As such, it is necessary to propose alternative solutions to overcome these limitations. In this study, we propose a novel approach to preserve privacy in the release of relational data containing personal sensitive information. This approach addresses an intuitive, syntactic privacy criterion for data perturbation and two perturbation methods for relational data release. Through experiments with synthetic and real data, we evaluate the performance of our methods.

An Application of Probabilistic Environmental Risk Assessment for An Incineration Facility (소각설비에 대한 확률론적 환경위험성 평가 적용)

  • Kim, Young Jae;Jang, E.J.;Ahn, K.S.
    • Journal of Environmental Impact Assessment
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    • v.13 no.1
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    • pp.1-8
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    • 2004
  • A wide spectrum of risk assessments including qualitative and quantitative approaches and the analyses of its consequence were performed for an environmentally sensitive object such as incineration facility. To find out the major risk concerns, HAZOP(Hazard and Operability) were performed. Then, the frequency of hazardous gas release scenarios was calculated. Finally consequence analyses were performed for the gas release scenarios. On the basis of analyses through evaluation, a more innovative way for making a better control system or the enhancement of operation procedure was given. The results from these analyses would act as a substantial benefits for the incineration facility operator, and giving some measured information for the neighbors and the people involved.

The Recommendation of Controls for Hospital Information System Using CRAMM: Case Studies of Two Korean Hospitals

  • Moon, Song-Chul;Han, In-Goo;Lee, Sang-Jae
    • Korean Management Science Review
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    • v.17 no.1
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    • pp.145-158
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    • 2000
  • The medical records of diagnostic and testing information include sensitive personal information that reveals some of the most intimate aspects of an individual's life. The hospital information system (HIS) operates in a state of high risk which may lead to the possible loss to the IS resources caused by various threats. This research addresses twofold : (1) to perform asset identification ad valuation and (2) to recommend countermeasures for secure HIS network using case studies This paper applied a risk management tool CRAMM (Central Computer and Tele-communications Agency's Risk Analysis and Management Method) to assess asset values and suggest countermeasures for the security of computerized medical information of two large hospitals in Korea. CRAMM countermeasures are recommended at the reference sites from the network security requirements of system utilized for the diagnosis and treatment of patients. The results of the study will enhance the awareness of IS risk management by IS managers.

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Application of Physiologically Based Pharmacokinetic Modeling with Biological Monitoring Data for Risk Assessment (생물학적 모니터링 데이터를 기초한 PBPK 모델의 활용)

  • Yang, Mi-Hi;Yang, Ji-Yeon;Yi, Bit-Na;Lee, Ho-Sun
    • Environmental Analysis Health and Toxicology
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    • v.22 no.1 s.56
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    • pp.1-8
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    • 2007
  • Biological monitoring, analyses of internal dose for exposure to toxicants, has been thought as one of the belt approaches for risk assessment. As the amount detected in human samples is generally very low, typically in the parts-per-bilion (ppb) or parts-per-trillion (ppt) range, analytic technologies such at HPLC, GC/MS, LC/MS, and LC/MS/MS have been continuously developed. In addition, route specific and sensitive exposure biomarkers have been developed for proper biological monitoring. PBPK modeling, particularly reverse dosimetry, has been emphasized as an useful method via interpretation of biological monitoring results for regulation of toxicants. Thus, this review is focused on the use of PBPK dosimetry models for toxicology research and risk assessment in Korea.

Need for Reinforcement of Safety Assessment on Genetically Modified Organisms (GMO 안전성평가제도의 고찰)

  • Kim Eun-Jin;Choi Dong-Keun
    • Korean Journal of Organic Agriculture
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    • v.14 no.2
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    • pp.139-157
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    • 2006
  • Biotechnology has reached the level of giving birth to new forms of life and with this is a growing controversy in the conflict between science and ethics. Especially, GMOs are closely linked to the food products we consume and thus, the majority of the public shows a very sensitive reaction to the safety of GMO food products. Many perspectives arose surrounding the issues of safety on the human body and the ecology. This outlines diverse structural mechanisms to be set up to ensure safety such as risk assessment, risk management etc. Despite the precautionary principle guaranteed in many ways, the problem arises whether and how this principle can be taken in the safety assessment. GMOs due to its uniqueness do not end with just the possession of the technology involved but must also be considered with the prerequisite that they could be cultured again. Therefore the reinforcement of safety assessment system is necessary. That is, the reinforcement of risk assessment including field tests, the consideration of socio-economic effects, the coordinated system of relevant authorities, the development of technology for safety assessment.

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Study on a Measurement of Disclosure Risk of Microdata by Similarity

  • Cho, Hyeon-Kwan;Kwon, Dae-Hong;Lee, Suk-Hoon
    • The Korean Journal of Applied Statistics
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    • v.25 no.5
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    • pp.743-755
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    • 2012
  • Researchers using various of statistical data want to obtain microdata for a detailed analysis. Institutes need to provide microdata after masking processes for sensitive data. Many researchers have used the proportion of unique identity for the measurement of disclosure risk. We proposed a new measurement of disclosure risk that considers the case that all identities are the same or similar. As an application example, we compare the newly proposed measurement and the existing measurement using 10667 data in 'Korea Household Income and Expenditure Survey data for 2010'.

Aggregate Risk Assessment on Xylene and Ethylbenzene (자일렌과 에틸벤젠에 대한 매체통합위해성평가 연구)

  • Seo, Jung-Kwan;Kim, Taksoo;Kim, Pilje
    • Journal of Environmental Science International
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    • v.22 no.2
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    • pp.163-171
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    • 2013
  • The aggregate risk assessment on xylene and ethylbenzene was carried out according to the guidance established newly in 2010 with the purpose of providing information for risk management. In human exposure assessment, the results indicated that lower ages were exposed more and that, in the interior space at home, the highest level of human exposure occurred via inhalation. At outdoor spaces, exposures via inhalation and drinking were less than 1%. In human health risk characterization, xylene showed HI(Hazard Index) < 1 in all ages. When reasonable maximum exposure(RME) was applied, HI for young children was 0.64. The HI of ethylbenzene was also below 1(0.02~0.04) in all ages, indicating no potential risk. From this study, it is considered that xylene need to be continous monitoring with interest because this substance may be more sensitive on young age group. In additon, to reduce the uncertainty of the risk assessment, the korean exposure factors on young age group such as infant, children had to be established as soon as possible.

The Relationship between Metabolic Syndrome Risk Factors and High Sensitive C-reactive Protein in Abdominal Obesity Elderly Women (복부비만 고령여성의 대사증후군 위험요인과 고감도 C-반응성 단백의 관련성)

  • Shin, Kyung-A
    • Korean Journal of Clinical Laboratory Science
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    • v.49 no.2
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    • pp.121-127
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    • 2017
  • High sensitive C-reactive protein (hs-CRP) has been associated with metabolic syndrome (MetS) and its risk factors. This study aimed to evaluate the association between hs-CRP and the risk factors of MetS in elderly women with abdominal obesity. The diagnosis of MetS followed the AHA/NHLBI criteria, and abdominal obesity was defined using the WHO Asian-Pacific criteria. We used the data from 174 elderly women, with an average age of 74 years. They were classified into two groups: The absent group (N=97) and the MetS group (N=77). Hs-CRP was significantly higher in the MetS group (p=0.007). Hs-CRP had a positive correlation with abdominal obesity (r=0.190, p=0.014) and fasting blood glucose (r=0.240, p=0.002), while having a negative correlation with HDL cholesterol (r=-0.164, p=0.035). Moreover, hs-CRP was higher in the group with risk of high fasting blood glucose (p=0.006) and low HDL-cholesterol (p=0.010), even in elderly women with abdominal obesity.

Risk Factors of Carbapenem-resistant Enterobacteriaceae Acquisition at a Community-based Hospital (지역기반 상급종합병원 내 카바페넴 내성 장내세균 획득에 관한 위험인자)

  • Lee, Yeonju;Kang, Ji Eun;Ham, Jung Yeon;Lee, Ja Gyun;Rhie, Sandy Jeong
    • Korean Journal of Clinical Pharmacy
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    • v.30 no.2
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    • pp.120-126
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    • 2020
  • Objective: The rising number of carbapenemase-resistant Enterobacteriaceae (CRE) cases has become a concern worldwidely. This study investigated patient characteristics with CRE and analyzed the risk factors associated with its acquisition. Methods: A retrospective review of the electronic medical records of the Kangbuk Samsung Medical Center from May 2016 to April 2019 was performed. The inclusion criterion was hospitalized patients aged ≥18 years with confirmed CRE acquisition. Patients were divided by CRE acquired and non-required patients. CRE acquired patients were those with CRE confirmed by their active surveillance cultures, while non-acquired patients were those with carbapenemase-sensitive Enterobacteriaceae (CSE). If CRE was isolated more than once during hospitalization, only the first isolation was used for data analysis. Patient characteristics, antibiotic used, and the duration of use were compared between two groups using univariate analysis, and the risk factors associated with CRE were analyzed using multiple logistic regression analysis. Results: Among the 73 CRE acquired patients, 44 (60.3%) were positive for carbapenemase-producing Enterobacteriaceae (CPE). Infection from Klebsiella pneumonia (42 cases, 57.5%), Escherichia coli (17 cases, 23.3%), and Enterobacter cloacae (5 cases, 6.8%). The risk of CRE acquisition was significantly increased by 4.99 times [confidence interval (CI), 1.40-17.78; p=0.013] with mechanical ventilation, 3.86 times (CI, 1.59-9.36; p=0.003) with penicillin administration, and 21.19 times (CI, 6.53-68.70; p<0.001) with carbapenem administration. Conclusions: Proper antibiotic use including the selection, frequency, and duration, and patients on mechanical ventilators need close monitoring.

Association of Higher Continuity of Primary Care with Lower Risk of Hospitalization among Children and Adolescent Patients (어린이와 청소년 환자에서 일차의료의 지속성과 입원 위험도의 관련성)

  • Choi, Yong-Jun;Kang, Sung-Hyun;Kim, Yong-Ik
    • Health Policy and Management
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    • v.18 no.1
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    • pp.85-107
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    • 2008
  • This study aims to describe levels and distribution of the continuity of primary care among children and adolescent patients who are 2-19 years old, and analyze the effects of it on the risk of hospitalization. Study population was 2-19 year old child and adolescent patients as of 2002, who had more than three ambulatory care visits in the years of 2002-3 and whose most frequent provider was the primary care practices (189,660 persons). Association of levels of primary care with the risk of hospitalization was evaluated using multiple event survival analysis. Outcome variables were whether the patient had hospitalized or not, and whether the patient had hospitalized due to ambulatory care-sensitive conditions or not. Multiple event survival analysis revealed statistically significant association of the levels of primary care with the risk of hospitalization. Hazard ratio was 1.34 [1.27-1.41] at the medium level of continuity and 1.47 [1.39-1.55] at the lower level where outcome variable was whether the patient had been hospitalized or not. Hazard ratios were 1.35 [1.21-1.50] at the medium level of continuity and 1.60 [1.44-1.78] at the lower level, where outcome variable was whether the patient been had hospitalized due to ambulatory care-sensitive conditions or not. This study produced some evidences on the benefits of continuity of care, which will in turn support the introduction of personal doctor registration program in the future.