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A study on the use of a Business Intelligence system : the role of explanations (비즈니스 인텔리전스 시스템의 활용 방안에 관한 연구: 설명 기능을 중심으로)

  • Kwon, YoungOk
    • Journal of Intelligence and Information Systems
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    • v.20 no.4
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    • pp.155-169
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    • 2014
  • With the rapid advances in technologies, organizations are more likely to depend on information systems in their decision-making processes. Business Intelligence (BI) systems, in particular, have become a mainstay in dealing with complex problems in an organization, partly because a variety of advanced computational methods from statistics, machine learning, and artificial intelligence can be applied to solve business problems such as demand forecasting. In addition to the ability to analyze past and present trends, these predictive analytics capabilities provide huge value to an organization's ability to respond to change in markets, business risks, and customer trends. While the performance effects of BI system use in organization settings have been studied, it has been little discussed on the use of predictive analytics technologies embedded in BI systems for forecasting tasks. Thus, this study aims to find important factors that can help to take advantage of the benefits of advanced technologies of a BI system. More generally, a BI system can be viewed as an advisor, defined as the one that formulates judgments or recommends alternatives and communicates these to the person in the role of the judge, and the information generated by the BI system as advice that a decision maker (judge) can follow. Thus, we refer to the findings from the advice-giving and advice-taking literature, focusing on the role of explanations of the system in users' advice taking. It has been shown that advice discounting could occur when an advisor's reasoning or evidence justifying the advisor's decision is not available. However, the majority of current BI systems merely provide a number, which may influence decision makers in accepting the advice and inferring the quality of advice. We in this study explore the following key factors that can influence users' advice taking within the setting of a BI system: explanations on how the box-office grosses are predicted, types of advisor, i.e., system (data mining technique) or human-based business advice mechanisms such as prediction markets (aggregated human advice) and human advisors (individual human expert advice), users' evaluations of the provided advice, and individual differences in decision-makers. Each subject performs the following four tasks, by going through a series of display screens on the computer. First, given the information of the given movie such as director and genre, the subjects are asked to predict the opening weekend box office of the movie. Second, in light of the information generated by an advisor, the subjects are asked to adjust their original predictions, if they desire to do so. Third, they are asked to evaluate the value of the given information (e.g., perceived usefulness, trust, satisfaction). Lastly, a short survey is conducted to identify individual differences that may affect advice-taking. The results from the experiment show that subjects are more likely to follow system-generated advice than human advice when the advice is provided with an explanation. When the subjects as system users think the information provided by the system is useful, they are also more likely to take the advice. In addition, individual differences affect advice-taking. The subjects with more expertise on advisors or that tend to agree with others adjust their predictions, following the advice. On the other hand, the subjects with more knowledge on movies are less affected by the advice and their final decisions are close to their original predictions. The advances in predictive analytics of a BI system demonstrate a great potential to support increasingly complex business decisions. This study shows how the designs of a BI system can play a role in influencing users' acceptance of the system-generated advice, and the findings provide valuable insights on how to leverage the advanced predictive analytics of the BI system in an organization's forecasting practices.

Analysis of gonadotropin-releasing hormone (GnRH) test results in girls with precocious puberty (성조숙증 여아에서 생식샘자극호르몬분비호르몬 검사 결과의 분석)

  • Choi, Jung Yun;Kang, Hyun-Ju;Cho, Won Kyoung;Cho, Kyoung Soon;Park, So Hyun;Hahn, Seung Hoon;Jung, Min Ho;Seo, Byung Kyu;Lee, Byung Churl
    • Clinical and Experimental Pediatrics
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    • v.52 no.12
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    • pp.1377-1382
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    • 2009
  • Purpose:The gonadotropin-releasing hormone (GnRH) test results of girls with precocious puberty were analyzed to determine whether this test can efficiently and clearly differentiate between central precocious puberty (CPP) and other disorders. Methods:Clinical and laboratory data of 54 girls with precocious pubertal signs were reviewed. Intravenous GnRH test was performed with blood samples obtained at 0, 30, 60, and 90 minutes. A peak luteinizing hormone (LH) level of ${\geq}5.0IU/L$ was indicative of CPP. Results:Of the 40 girls with CPP, 36 (90.0%), 3 (7.5%), and 1 (2.5%) showed peak LH levels at 30, 60, and 90 minutes, respectively. A percentage of girls whose peak LH ${\geq}5.0IU/L$ up to 30, 60, and 90 minutes was 92.5%, 100%, and 100%, respectively. The peak LH/follicle stimulating hormone (FSH) ratio of girls with CPP was 0.89${\pm}$0.49 and was <1 in 16 of the 40 girls (40.0%). Girls with peak LH/FSH ratio of >1.0 showed higher chronological age (CA) ($8.3{\pm}0.6$ vs. $7.7{\pm}1.0$ years, P=0.033), bone age (BA) ($10.9{\pm}0.8$ vs. $9.7{\pm}1.1$ years, P=0.001), and BA-CA difference ($2.6{\pm}0.7$ vs. $2.0{\pm}0.7$ years, P=0.009) than those of girls with peak LH/FSH ratio of ${\leq}1.0$. Higher percentage of girls with peak LH/FSH ratio of >1.0 showed advanced breast development (${\geq}TannerIII$) (93.7% vs. 41.7%, P=0.001). Conclusion:LH levels after 30 and 60 minutes of intravenous GnRH administration are the most useful for diagnosing CPP in girls.

Predictive factors for severe infection among febrile infants younger than three months of age (발열을 주소로 내원한 3개월 미만의 영아에서 중증 감염의 예측 인자)

  • Cho, Eun-Young;Song, Hwa;Kim, Ae-Suk;Lee, Sun-Ju;Lee, Dong-Seok;Kim, Doo-Kwun;Choi, Sung-Min;Lee, Kwan;Park, Byoung-Chan
    • Clinical and Experimental Pediatrics
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    • v.52 no.8
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    • pp.898-903
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    • 2009
  • Purpose : This study investigated the predictive factors for identifying infection-prone febrile infants younger than three months. Methods : We conducted a retrospective study of 167 infants younger than three months with an axillary temperature >$38^{\circ}C$ who were hospitalized between 2006 and 2008. If they met any of the following criteria, positive blood culture, CSF WBC ${\geq}11/mm^3$ or positive CSF culture, urinalysis WBC ${\geq}6$/HPF and positive urine culture, WBC ${\geq}6$/HPF on microscopic stool examination or positive stool culture, they were considered at high risk for severe infection. Infants with focal infection, respiratory infection or antibiotic administration prior to admission to the hospital were excluded. We evaluated the symptoms, physical examination findings, laboratory data, and the clinical course between the high risk and low risk groups for severe infection. Results : The high-risk group included 77(46.1%) infants, and the most common diagnosis was urinary tract infection (51.9%). Factors, such as male sex, ESR and CRP were statistically different between the two groups. But, a multilinear regression analysis for severe infection showed that male and ESR factors are significant. Conclusion : We did not find the distinguishing symptoms and laboratory findings for identifying severe infection-prone febrile infants younger than three months. However, the high-risk group was male and ESR-dominated, and these can possibly be used as predictive factors for severe infection.

A Study on the Improvement of Sub-divided Land Cover Map Classification System - Based on the Land Cover Map by Ministry of Environment - (세분류 토지피복지도 분류체계 개선방안 연구 - 환경부 토지피복지도를 중심으로 -)

  • Oh, Kwan-Young;Lee, Moung-Jin;No, Woo-Young
    • Korean Journal of Remote Sensing
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    • v.32 no.2
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    • pp.105-118
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    • 2016
  • The purpose of this study is to improve the classification system of sub-divided land cover map among the land cover maps provided by the Ministry of Environment. To accomplish the purpose, first, the overseas country land cover map classification items were examined in priority. Second, the area ratio of each item established by applying the previous sub-divided classification system was analyzed. Third, the survey on the improvement of classification system targeting the users (experts and general public) who actually used the sub-divided land cover map was carried out. Fourth, a new classification system which improved the previous system by reclassifying 41 classification items into 33 items was finally established. Fifth, the established land cover classification items were applied on study area, and the land cover classification result according to the improvement method was compared with the previous classification system. Ilsan area in Goyang city where there are diverse geographic features with various land surface characteristics such as the urbanization area and agricultural land were distributed evenly were selected as the study area. The basic images used in this study were 0.25 m aerial ortho-photographs captured by the National Geographic Information Institute (NGII), and digital topographic map, detailed stock map plan, land registration map and administrative area map were used as the relevant reference data. As a result of applying the improved classification system into the study area, the area of culture-sports, leisure facilities was $1.84km^2$ which was approximately more than twice larger in comparison to the previous classification system. Other areas such as transportation and communication system and educational administration facilities were not classified. The result of this study has meaningful significance that it reflects the efficiency for the establishment and renewal of sub-divided land cover map in the future and actual users' needs.

Development of Aceclofenac Soft Capsule (Clanza S Soft Capsule) (아세클로페낙 연질캡슐(클란자 에스 연질캡슐)의 개발)

  • Yong, Chul-Soon;Lee, Kyung-Hee;Choi, Jin-Suck;Park, Byung-Joo;Jung, Se-Hyun;Kim, Yong-Il;Park, Sang-Man;Bae, Myung-Soo;Kim, Gui-Ja;Gill, Young-Sig;Yu, Chang-Hun;Kang, Sung-Lyoung;Yoo, Bong-Kyu;Rhee, Jong-Dal;Choi, Han-Gon
    • Journal of Pharmaceutical Investigation
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    • v.34 no.1
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    • pp.49-55
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    • 2004
  • To develop a aceclofenac soft capsule, four preparations with various solubilizers were prepared and their dissolution test was carried out. Among four preparations tested, a preparation with ethanolamine was selected as a formula of aceclofenac soft capsule (Clanza $S^{TM}$), since it showed the fastεst dissolution rate. Bioequivalence of aceclofenac tablet, $Airtal^{TM}$ (Dae-Woong Pharmaceutical Co., Ltd.) and aceclofenac soft capsule, Clanza $S^{TM}$ (Korea United Pharmaceutical Co., Ltd.) was evaluated according to the guideline of KA Fourteen normal male volunteers (age 20 - 25 years old) were divided into two groups and a randomized $2{\times}2$ cross-over study was employed. After oral administration of one tablet or capsule containing 100 mg of aceclofenac, blood was taken at predetermined time intervals and the concentration of aceclofenac in plasma was determined with an HPLC method under UV detector The pharmacokinetic parameters ($C_{max}$ and $AUC_t$) were calculated and ANOVA was utilized for the statistical analysis of parameters using logarithmetically transformed $AUC_t$, $C_{max}$ and $T_{max}$. The results showed that the differences in $AUC_t$, $C_{max}$ and $T_{max}$ between Aral tablet and Clanza soft capsule were 2.89%, 0.18% and 43.0%, respectively. There were no sequence effects between two formulations in these parameters. The 90% confidence intervals using logarithmically transformed data were within the acceptance range of log(0.8) to log(15) (e.g. log(0.81) -log(1.23) ad log(0.89) -log(1.4)) fo $AUC_t$ and $C_{max}$, respectively. Thus, the criteria of the KFDA guidelines for the equivalence was satisfied, indicating that Clanza $S^{TM}$ soft capsule is bioequivalent to$Airtal^{TM}$ tablet.

Effect of Repeated MSG Administration on Cognitive Ability and Anxiety of Juvenile Rats (MSG의 반복투여가 어린랫드의 인지능력과 기억력에 미치는 영향)

  • Lee, Hae-Nim;Choo, Gang-Sik;Shin, Seong-Ah;Park, Jung-Joon;Lee, Se-Geun;Kim, Se-Woon;Kim, Hyun-Sun;Lee, Song-Hee;Lim, Jeong-Min;Kim, Hyeong-Jin;Park, Young-Seok;Kim, Sang-Ki;Park, Byung-Kwon;Kim, Byeong-Soo;Jung, Ji-Youn
    • Journal of Food Hygiene and Safety
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    • v.30 no.1
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    • pp.120-125
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    • 2015
  • The objective of this study is to investigate the effect of MSG on cognitive function and anxiety by the T-maze and elevated-plus-maze test and repeated oral dose toxicity in SD rat of MSG. The rats were treated with MSG of control group, low group (3 g/kg) and high group (5 g/kg) intragastrically for 4 weeks, respectively. We examined the body weight, the clinical signs, T-maze, Elevated-plus-maze, hematological analysis and serum biochemical analysis, we also observed the histopathological changes of liver, kidney in rats. No significant differences in body weights, biochemical analysis and histopathological observations between control and MSG treatment group were found. In the elevated plus maze (EPM), MSG-treatment group has more open arm visited than controls. MSG-treatment group has been more activated in T-maze test. These data indicate the continuous high MSG intake could be increased the anxiety and could be decreased cognitive ability. In conclusion, MSG is physiologically safety, but high MSG intake could be increased the anxiety and could be decreased cognitive ability in juvenile rat.

In vivo Toxicity and Immunoadjuvant Activity of Korean Mistletoe (Viscum album coloratum) Extract Fermented with Lactobacillus (한국산 겨우살이 유산균 발효 추출물의 독성 및 면역증강 효과)

  • Yoon, Taek-Joon;Yang, Woong-Suk;Park, Sung-Min;Jung, Hoe-Yune;Lee, An-Na;Jung, Jin-Hyuk;Kang, Tae-Bong;Yoo, Yung-Choon;Kim, Jong-Bae
    • Korean Journal of Food Science and Technology
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    • v.41 no.5
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    • pp.560-565
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    • 2009
  • In this study, Korean mistletoe extract (KM-110) was fermented with two strains of Lactobacillus (FKM-110) and then toxicity, lectin content, and immune activities were investigated. The lectin content of FKM-110 was about 53-71% lower than that of KM-110. When mice were subcutaneously administered with KM-110 and FKM-110, the $LD_{50}$ obtained for KM-110 treatment was 50-100 mg/kg as compared to 150-200 mg/mL for FKM-110. Each preparation stimulated macrophages directly and enhanced productivity of inflammatory cytokines such as TNF-${\alpha}$ and IL-$1{\beta}$. FKM-110 treatment resulted in lower cytokine production compared to KM-110. When mice were immunized with Keyhol limpet hemocyanin (KLH) antigen along with KM-110 or FKM-110 administration, higher antibody titers to KLH were observed in the KM-110 or FKM-110 groups compared to mice immunized with KLH alone, thereby showing no difference between KM-110 and FKM-110. Therefore, fermentation of Korean mistletoe extract with these Lactobacillus strains decreased toxicity in vivo while the enhancement of immune activity by KM-110 and FKM-110 was similar. These data suggest that KM-110 fermentation tended to decrease lectin content and in vivo toxicity. In addition, other components in the fermented mistletoe extract appear to stimulate immuno-adjuvant activity instead of lectin.

Bioequivalence of SCD Zaltoprofen Tablet to Soleton® Tablet (Zaltoprofen 80 mg) (솔레톤 정(잘토프로펜 80 mg)에 대한 삼천당잘토프로펜 정의 생물학적동등성)

  • Kang, Hyun-Ah;Park, Sun-Ae;Kim, Dong-Ho;Kim, Hwan-Ho;Yun, Hwa;Kim, Kyng-Ran;Yoo, Hee-Doo;Park, Eun-Ja;Cho, Hye-Young;Lee, Yong-Bok
    • Journal of Pharmaceutical Investigation
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    • v.36 no.3
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    • pp.209-215
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    • 2006
  • Zaltoprofen, (2-(10,11-dihydro-10-oxodibenzo[b,f]thiepin-2-yl)propionic acid) is an NSAID with powerful anti-inflammatory effects as well as an analgesic action on inflammatory pain. The purpose of the present study was to evaluate the bioequivalence of two zaltoprofen tablets, $Soleton^{\circledR}$ (CJ Corp.) and SCD Zaltoprofen (Samchundang Pharmaceutical Co., Ltd.), according to the guidelines of the Korea Food and Drug Administration (KFDA). The release of zaltoprofen from the two zatoprofen formulations in vitro was tested using KP Vlll Apparatus ll method with various dissolution media. Twenty six healthy male subjects, $23.2{\pm}2.26$ years in age and$64.7{\pm}8.08$ kg in body weight, were divided into two groups and a randomized $2{\times}2$ cross-over study was employed. After a single tablet containing 80 mg as zaltoprofen was orally administered, blood samples were taken at predetermined time intervals and the concentrations of zaltoprofen in serum were determined using HPLC with UV detector. The dissolution profiles of two formulations were similar in all tested dissolution media. The pharmacokinetic parameters such as $AUC_t$, $C_{max}$ and $T_{max}$ were calculated, and ANOVA test was utilized for the statistical analysis of the parameters using logarithmically transformed $AUC_t$, $C_{max}$ and untransformed $T_{max}$. The results showed that the differences between two formulations based on the reference drug, $Soleton^{\circledR}$ were 6.33, 5.91 and 17.7% for $AUC_t$, $C_{max}$ and untransformed $T_{max}$, respectively. There were no sequence effects between two formulations in these parameters. The 90% confidence intervals using logarithmically transformed data were within the acceptance range of log 0.8 to log 1.25 (e.g.,log $1.01{\sim}1og\;1.11$ and log $0.928{\sim}1og\;1.18$ for $AUC_t$ and $C_{max}$, respectively). Thus, the criteria of the KFDA bioequivalence guideline were satisfied, indicating SCD Zaltoprofen tablet was bioequivalent to $Soleton^{\circledR}$ tablet.

AICAR (5-aminoimidazole-4-carboxamide-1-β-D-ribonucleoside) Decreases Protein Synthesis in C2C12 Myotubes Cultured in High Glucose Media (근육세포 내 Glucose 농도와 AICAR에 의한 단백질 합성 저해)

  • Park, Chang-Seok;Kim, Jae-Hwan;Oh, Young-Kyoon;Kim, Kyoung-Hoon;Choi, Chang-Weon;Cho, Eun-Seok;Jeong, Yong-Dae;Park, Sung-Kwon
    • Journal of Animal Science and Technology
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    • v.54 no.5
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    • pp.369-373
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    • 2012
  • AMP-activated protein kinase (AMPK) maintains energy homeostasis in skeletal muscle. Nonetheless, its functional role on protein synthesis with different nutrient availability has not been elucidated. Therefore, the purpose of this study is to examine the effect of AMPK activity on protein content in C2C12 myotubes incubated with low (5 mM; LG) or high (25 mM; HG) glucose media. LG stimulated (p<0.05) AMPK and acetyl CoA carboxylase (ACC) activity compare to those in HG group. Total protein content was higher in myotubes cultured with HG than in those cultured with LG and further increased by AICAR (5-amino-1-${\beta}$-D-ribofuranosyl-imidazole-4-carboxamide). Myotubes cultured with HG showed 7.5% lower UbFL (Ubiquitin Firefly Luciferase)-to-SV40 (Simian virus40) ratio compared to those in LG. Glucose level did not change the phosphorylation level of mammalian target of rapamycin (mTOR). Interestingly, administration of AICAR significantly increased phosphorylation level of mTOR in myotubes cultured with LG but not in those with HG. Overall, this data indicate that AMPK activity and protein turnover are finely regulated in response to different glucose concentration.

A Study of Efficient Measures for Installing and Managing Traditional Market Arcades (전통시장 아케이드의 설치 및 관리 효율화 방안 연구)

  • Kim, Young-Ki;Kang, Heon-Soo;Kim, Seung-Hee
    • Journal of Distribution Science
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    • v.10 no.3
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    • pp.15-30
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    • 2012
  • It has been 10 years since the facility modernization projects of traditional markets was rigorously undertaken. Although more than 835 traditional Korean markets nationwide have already completed these projects, there does not exist a specific set of standards of installation, future maintenance, and management. As a result, the complaints made by civil stakeholders in accordance of the actual facility installation caused problems and delays of related projects. In addition, while some local governments secured and implemented their own differing standards, others have not yet established their own separate standards for maintenance and management. Specifically, 694 traditional markets nationwide were supported for the cost of installing arcades by 2010. For the short period of time after the arcade-supported projects were deployed, the number of the traditional markets had been rapidly growing as a prime example of the facility modernization projects. The arcade facilities are being planned and installed merely for screening the rain or the sun. Without fundamental data for the newly landscaped environments or information on the actual conditions of usage and assessment, there is a lack of comprehensive approaches that could possibly organize the public environments. Furthermore, the amount of support needed for repairs, maintenance, and management from the central and local governments is gradually increasing. Thus, it becomes both crucial and necessary to complement the current set of standards. The purpose of this study is to examine the actual conditions of usage, maintenance, and management among those traditional market facilities that were installed with the supports of the facility-modernization projects, especially for arcades. This will be carried out through investigating the local problems, issues, and considering international case studies. The results of this study will provide measures for effective and efficient installation and management of traditional market arcades. Improvements in the use of public resources could be directed towards transforming public business, as well as public enhancement and functional maintenance and reinforcement. Under this condition, the arcade is not a simple area to avoid rain or sunlight; it becomes a public space. It is highlighted that the arcade should establish its public business not only to activate markets but also to refine street environments and revitalize local communities. A more specific way to improve is introduced through systematic supplementation. This is needed to attract effective participation from local residents and is done so by conducting a fair procedure from the first stage of business and by providing guidelines for establishing arcades as public facilities. The study points out to the problem of merchants-centered plans and street use. It presents the need to expand to involve residents and customers. Given that the arcade is a public facility and merchants' ability to maintain it is limited, manuals and systems for its maintenance needs to be introduced through multi-party agreement of merchants, government, residents and customers.

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