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Short-term Predictive Models for Influenza-like Illness in Korea: Using Weekly ILI Surveillance Data and Web Search Queries (한국 인플루엔자 의사환자 단기 예측 모형 개발: 주간 ILI 감시 자료와 웹 검색 정보의 활용)

  • Jung, Jae Un
    • Journal of Digital Convergence
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    • v.16 no.9
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    • pp.147-157
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    • 2018
  • Since Google launched a prediction service for influenza-like illness(ILI), studies on ILI prediction based on web search data have proliferated worldwide. In this regard, this study aims to build short-term predictive models for ILI in Korea using ILI and web search data and measure the performance of the said models. In these proposed ILI predictive models specific to Korea, ILI surveillance data of Korea CDC and Korean web search data of Google and Naver were used along with the ARIMA model. Model 1 used only ILI data. Models 2 and 3 added Google and Naver search data to the data of Model 1, respectively. Model 4 included a common query used in Models 2 and 3 in addition to the data used in Model 1. In the training period, the goodness of fit of all predictive models was higher than 95% ($R^2$). In predictive periods 1 and 2, Model 1 yielded the best predictions (99.98% and 96.94%, respectively). Models 3(a), 4(b), and 4(c) achieved stable predictability higher than 90% in all predictive periods, but their performances were not better than that of Model 1. The proposed models that yielded accurate and stable predictions can be applied to early warning systems for the influenza pandemic in Korea, with supplementary studies on improving their performance.

A Study of the Experiences of Unwed Mothers in Interaction with Public Service Professionals: Focusing on the Experiences during Pregnancy, Birth and Child Caring (미혼모들의 경험을 통해 본 공공서비스 전문가들의 미혼모들에 대한 인식: 임신과 출산, 보육 과정에서의 경험을 중심으로)

  • Sung, JungHyun;Kim, HeeJoo;Lee, MeeJung;Park, YoungMee
    • The Journal of the Korea Contents Association
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    • v.16 no.8
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    • pp.404-418
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    • 2016
  • This study aimed to explore negative experiences of unwed mothers in interaction with medical professionals, government officials and nursery teachers who have negative stereotypes about the unwed mothers and to seek ways of improving awareness and attitudes of the professionals. Researchers conducted individual and focus groups interviews with 15 unwed mothers. The results showed that unwed mothers experienced the violation of their maternal and privacy rights and inhospitable services in the interaction with medical professionals. They also had similar experiences with government officials who often had overbearing and discriminatory attitudes toward these mothers, and hardly received useful information. Last, unwed mothers had deep concerns about possibilities and experiences of discrimination against their children by nursery teachers and other parents in day care centers. In conclusion, this study discussed ways of improving awareness and attitudes toward unwed mothers through various medias and supplementary educations.

Exposure Assessment of Hazardous Substances in Small Academy of Children's Activity Zones (어린이 주요활동공간 중 소규모학원 내 유해물질 노출 평가)

  • Kim, Ho-Hyun;Lee, Jeong-Hun;An, Sun-Min;Lee, Jae-Young;Choi, In-Seak;Yoo, Si-Eun;Jung, Da-Young;Lee, Chul-Woo;Park, Choong-Hee
    • Journal of Environmental Health Sciences
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    • v.44 no.3
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    • pp.283-292
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    • 2018
  • Objectives: This study was conducted to identify hazardous factors that reflect the characteristics of the academy and to provide basic data of environmental safety standard. Methods: Heavy metals, volatile organic compounds, formaldehyde, pesticides and phthalates were measured in 20 academies, which were supplementary, music, art and physical education institutes. Results: In case of heavy metals, the 12 locations were detected for lead (Pb) over the standard value, and 15 locations were exceeded for the total heavy metal. In six locations, the concentrations of volatile organic compounds were exceeded the standard value of $400{\mu}g/m^3$, and two locations for formaldehyde were exceeded the standard value of $100{\mu}g/m^3$. The most commonly detected agents in the air dust were chlorpyrifos and diazinon. The concentrations of DEHP, DINP, and DBP were detected and exceeded in several academies, The risk assessment results showed that HCHO as carcinogen had a safety level of 10-7 to 10-6, and DEHP and DINP as non-carcinogens had a safety level as assessed to be under than 0.1. Conclusions: Through the investigation of long-term environmental and health effects related laws on academies, indoor air quality management might be needed because there were cases of exceeding standard.

A Study on the Perception, Importance and Satisfaction with Local Traditional Food among University students - Focused on Kyungsan City - (대학생의 향토음식에 대한 인식 및 중요도, 만족도에 관한 연구 - 경산시를 중심으로 -)

  • Jung, Woo-Seok;Hwang, Su-Jung
    • Culinary science and hospitality research
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    • v.20 no.1
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    • pp.120-132
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    • 2014
  • This study was to investigate the undergraduates in Gyeongsan city, an area heavily populated with students, on their awareness of and their satisfaction with the local traditional food to suggest an effective marketing direction to town restaurants and to provide them with useful information to activate their business. The samples were taken by the convenience sampling method and the measurement was done by 5 points-Likert. The result was as follows. The students recognized that cleanliness(4.69 points), food texture(4,57 points), the freshness of food materials(4,56 points) and food price(4.20 points) were important. However, they considered the legitimacy of local traditional foods(3.59 points), the supplementary explanation of food(3.58 points) and the quantity of food(3.34 points) as less important. On the level of satisfaction with the food, they were highly satisfied with food taste(3.55 points), food flavor(3.47 points) and quantity(3.39 points), while showing relatively low satisfaction with food creativity(2.94 points), food originality(2.75 points) and the explanation of food(2.61 points). The result of IPA indicated that the food texture, food cleanliness, the freshness of food materials, food flavor, food taste and food nutrients were thought to be important among customers, to be kept well by the restaurants and to be shown as the items to be maintained further. The customers took other items like menu price and the creativity of menu to be important, but their satisfaction with these items were low due to lack of practice. Therefore, those items should be managed intensively.

Improvement of Solar Cell Efficiency according to AC Voltage Variation of Electron Relay Enhancer in High Efficient Solar Cell System using Electron Relay Enhancer (전자전달증대기를 이용한 고효율 태양전지 시스템에서 전자전달증대기 입력 교류 전압 변화에 따른 태양전지 효율 향상에 대한 연구)

  • Kim, Hak Soo;Ryu, Young Kee;Lee, Hyuk;Yun, So Young
    • Journal of the Korean Vacuum Society
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    • v.22 no.3
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    • pp.168-173
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    • 2013
  • In this paper, we would like to introduce Electron Relay Enhancer (ERE), a supplementary device, which improves commercial solar cell efficiency minimizing electron-hole recombination of solar cell. The ERE in this study is mainly composed of two capacitors which are connected to AC power source and bridge diode system which controls electron flow direction. Two capacitors repeat collecting electrons from solar cell and pumping the collected electrons to load resistance or inverter through the bridge diode system. While one positively charged capacitor collect electrons, the other negatively charged one pumps electrons. A positively charged capacitor pulls the more exited electrons from the solar cell, before the exited electrons recombine the holes in solar cell. That is why the ERE system enhances solar cell efficiency. As a result, the measured power increase of the solar cell with the ERE is varied from 5.9 W to 25.6 W in each experimental condition. Maximal increase rate of the solar cell power with ERE is 30.8% of solar cell power without ERE.

Greedy Heuristic Algorithm for the Optimal Location Allocation of Pickup Points: Application to the Metropolitan Seoul Subway System (Pickup Point 최적입지선정을 위한 Greedy Heuristic Algorithm 개발 및 적용: 서울 대도시권 지하철 시스템을 대상으로)

  • Park, Jong-Soo;Lee, Keum-Sook
    • Journal of the Economic Geographical Society of Korea
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    • v.14 no.2
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    • pp.116-128
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    • 2011
  • Some subway passengers may want to have their fresh vegetables purchased through internet at a service facility within the subway station of the Metropolitan Seoul subway system on the way to home, which raises further questions about which stations are chosen to locate service facilities and how many passengers can use the facilities. This problem is well known as the pickup problem, and it can be solved on a traffic network with traffic flows which should be identified from origin stations to destination stations. Since flows of the subway passengers can be found from the smart card transaction database of the Metropolitan Seoul smart card system, the pickup problem in the Metropolitan Seoul subway system is to select subway stations for the service facilities such that captured passenger flows are maximized. In this paper, we have formulated a model of the pickup problem on the Metropolitan Seoul subway system with subway passenger flows, and have proposed a fast heuristic algorithm to select pickup stations which can capture the most passenger flows in each step from an origin-destination matrix which represents the passenger flows. We have applied the heuristic algorithm to select the pickup stations from a large volume of traffic network, the Metropolitan Seoul subway system, with about 400 subway stations and five millions passenger transactions daily. We have obtained not only the experimental results in fast response time, but also displayed the top 10 pickup stations in a subway guide map. In addition, we have shown that the resulting solution is nearly optimal by a few more supplementary experiments.

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Ictal single-photon emission computed tomography with slow dye injection for determining primary epileptic foci in infantile spasms (영아연축에서 추적자의 느린 점적주사를 이용한 발작기 SPECT)

  • Hur, Yun Jung;Lee, Joon Soo;Kang, Hoon Chul;Park, Hye Jung;Yun, Mi Jin;Kim, Heung Dong
    • Clinical and Experimental Pediatrics
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    • v.52 no.7
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    • pp.804-810
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    • 2009
  • Purpose : We investigated whether ictal single-photon emission computed tomography (SPECT) with prolonged injection of technetium-99m (99mTc) ethyl cysteinate dimer during repeated spasms can localize the epileptogenic foci in children with infantile spasms. Methods : Fourteen children with infantile spasms (11 boys, 3 girls; mean age, $2.2{\pm}1.3$ years) were examined. When a cluster of spasms was detected during video electroencephalography (EEG) monitoring, $^{99m}Tc$ ethyl cysteinate dimer was slowly and continuously injected for 2 minutes to determine the presence of ictal SPECT. For 7 children, the ictal and interictal SPECT images were visually analyzed, while for the remaining 7 children, the SPECT images were analyzed using the subtraction ictal SPECT coregistered to magnetic resonance imaging (MRI) (SISCOM) technique. Subsequently, we analyzed the association between the ictal SPECT findings and those of other diagnostic modalities such as EEG, MRI, and positron emission tomography (PET). Results : Increase in cerebral blood flow on ictal SPECT involved the epileptogenic foci in 10 cases6 cases analyzed by visual assessment and 4 analyzed by the SISCOM technique. The ictal SPECT and video-EEG findings showed moderate agreement (Kappa=0.57; 95% confidence interval, 0.18-0.96). Conclusion : Ictal SPECT with prolonged injection of a tracer could provide supplementary information to localize the epileptogenic foci in infantile spasms.

The Study of Infant Feeding in Weaning Period -Focused on Seoul and Kyunggi-Do Area- (서울 및 경기지역 유아의 수유 및 이유에 관한 실태조사)

  • Sohn, Kyung-Hee;Yoon, Sun;Lee, Young-Mee;Min, Sung-Hee;Jeon, Joo-Hye
    • Journal of the Korean Society of Food Culture
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    • v.7 no.4
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    • pp.309-321
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    • 1992
  • A study was designed to assess the current status of infant feeding and weaning practice through an retrospective survey on feeding method, a period of weaning and various kinds of weaning food. Analysing a few influential environmental factors while assessing the level of knowledge today's mothers have on infant nutrition. The results are as follows: 1. As random samples for this study, a total of 516 mothers having infants under the age of 3 were surveyed. Among them, 235 were from Seoul and 281 were from Kyongi province (Yongin, Suwon, Bupyong, Poil, Kihung, Ansan(Chungbuk)). 2. Among the infants who fell under the category of normality (Kaup index $15{\sim}18$), the infants from Seoul area amounted to 60.7%, surpassing the percentage of the infants from Kyongi province, 41.9%. The percentage of the infants belong to a group of under nutrition (Kaup index <13) was relatively higher than that of the infants in a group of overnutrition (Kaup index >20). 3. 16.1% of mother surveyed were breast-fed, 54.6% were formula-fed and 29.3% were mixed-fed. The result indicated that the percentage of breast-fed infants of high-educated, working mothers were relatively lower than those of low-educated housewives. 4. Most of the respondents knew the significance or the necessity of supplementary food in terms of weaning. 5. 98.8% of those surveyed responded that the mother's adequate knowledge on weaning was necessary. 70.1% of them replied that they wanted to get various and in-depth information in printed materials such as books or other kinds of publications. They, also showed deep interest in recipe of weaning food. 6. The average period when those surveyed began weaning of their infants was $4.3{\pm}1.8$ months. The tendency of earlier weaning in 3 months was founded among 41.1% of them. About half of the respondents, 52.3%, started weaning of their infants in $4{\sim}6$ months. In overall, 93.4% of them set on weaning in less than 6 months after babies were born. The survey, in addition, revealed an interesting fact that earlier weaning of infants was shown in the group of high-educated mothers. 7. According to the study, finishing period of weaning was $13.3{\pm}5.4$ months on average. Only 38.9% of the respondents ended weaning of their infants in 12 months, the proper period recommended by renowned experts. In general, the infants on formula-feeding finished their weaning later than those on breast-feeding (p<0.05).

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PC Interlocked Terminal-based Public Offices Fees Payment Management System (PC 연동 단말기 기반의 관공서 제세공과금 수납관리 시스템)

  • Shin, Dong-Suk
    • The Journal of the Korea Contents Association
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    • v.9 no.5
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    • pp.50-60
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    • 2009
  • Recently, the traffic card is gradually utilized and its several supplementary services have been significantly developed. Particularly, since it is possible to pay fees for buses, taxies, subways, parking and tollgates with only one traffic card, new payment method for economically processing has been focused. This paper presents a new receipt management system which allows possibly paying with several digital cards through PC interfacing terminals. The proposed system is mainly composed of three parts: terminals, middleware, and management servers. A terminal part includes processing module for payment/charging and credit/check/debit cards, etc and its operation is fulfilled through a middleware part. A main task of a middleware part is to connect a terminal part to managing servers through middleware applications. Additionally, processing of several receipt items and monitoring of the terminals to product statistical reports based on the processed result are carried out in the middleware. A management sever part is accomplished for collecting all of transaction histories against users and charging items over allowed province and managing statistical information. The proposed system is currently utilized in the Nam-GU district office and the Nam-GU district health center, Busan, S. Korea, respectively for testing its effectiveness. We conclude from this demonstration that the system is more useful and efficient than the previous processing method especially in that variable payment ways are provided and consumption burden is reduced.

Investigating the Efficiency of Various Consumer-acceptance Testing Methods while Developing a Ready-to-eat Meal (덮밥류 편의식에 대한 효과적인 소비자 조사 기법 비교연구)

  • Shin, Weon-Sun;Kim, Ji-Na;Kim, Kyeong-Mi;Park, Jin-Hee;Chung, Jin-A;Chung, Seo-Jin
    • Korean journal of food and cookery science
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    • v.24 no.6
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    • pp.763-770
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    • 2008
  • A taste-testing method that accurately measures consumer-acceptance is critical during the course of the product development stage. Although various types of consumer-acceptance tests are available, the testing protocol appropriate for measuring the acceptance of ready-to-eat-meals (REM) has not yet been verified. In this study, various hedonic taste-testing methods (9-point hedonic scaling, best-worst scaling, open ended response) were compared for their efficiency and power in identifying the preferred REM menu of consumers. Forty-four consumers evaluated the acceptance of five types of REM menu samples consisting of a wide variety of flavors. Consumers initially used the 9-point hedonic rating method to choose the best and the worst sample among the 5 meals tested. Finally, consumers were asked to fill out open-ended comments where they could freely describe their liking and disliking of each sample. The results showed that the REM menu acceptance measured by the 9-point hedonic method that rated best-worst scaling exhibited a similar preference pattern. The open-ended response method could not provide a quantifiable acceptance data but was able to provide supplementary information regarding the limitations of the samples and therefore, provide a general idea of the direction of improvement during the product development.