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Clinical analysis of acute drug intoxication and foreign body ingestion in Wonju: comparison between the 1990s and the 2000s (1990년대와 2000년대의 원주시 소아에서 발생한 급성약물중독과 이물질섭취 환아의 비교분석)

  • Eum, Joo Pil;Suh, Jin Suk;Kim, Hwang Min
    • Clinical and Experimental Pediatrics
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    • v.50 no.2
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    • pp.138-142
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    • 2007
  • Purpose : The purpose of this study is to find out the changing pattern of drug or foreign body ingestion between 1990s and 2000s in Wonju Christian Hospital, which is located in one of the most rapidly urbanizing cities in Korea. Methods : We retrospectively reviewed the medical records of patients with acute drug intoxication and foreign body ingestion from January 1991 to December 1994 and from January 2001 to December 2004. We performed clinical analysis and compared the results of the 1990s and 2000s. Results : There were 43 cases of acute drug intoxication in the 1990s, and 35 cases in the 2000s. Foreign body ingestion was 47 cases in the 1990s and 22 cases in the 2000s. The ingested foreign bodies were chiefly coins (46.8 percent), Weiqi chips (14.9 percent), plastic toys (6.4 percent) and others (31.9 percent) in the 1990s. In the 2000s, others (58.2 percent) were the most commonly ingested foreign body with mercury batteries (23.8 percent), nails (9 percent), pins (9 percent) following. The most common cause of drug intoxication was medical drugs (37.2 percent) others (23.2 percent), agricultural agents (13.9 percent), carbon monoxide (11.6 percent), rodenticide (9.3 percent), insecticide (9.3 percent) in the 1990s. In the 2000s the most common causes were others (34.3 percent), medical drug (31.4 percent), agriculture agents (20 percent), detergent (11.4 percent), insecticide (2.9 percent) and carbon monoxide (2.9 percent). The highest incidence age group was the 1-3 year old group, both in acute drug intoxication and foreign body ingestion. There were no changes in the incidence age group between the 1990s and the 2000s. Conclusion : There were some significant changes in the cause of acute drug intoxication and foreign body ingestion between the 1990s and 2000s. New education programs for preventing acute drug intoxication and foreign body ingestion are important and necessary.

The Origination and Changes of Street Fashion (스트리트 패션의 발생과 변천)

  • Jung, Kyong-Hee;Yoo, Tai-Soon
    • Journal of Fashion Business
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    • v.1 no.1
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    • pp.71-83
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    • 1997
  • The purpose of this study is to analyze the present fashion phenomenon by considering the types of street fashion, the center of avant-grade modern fashion, that shows the origination background and special feature concretely. The times was defined through the 1980's from World War II that street style originated, so the range of study was the 1990's when the street style was influenced by that of the past and was revived. The ways of study were to analyze the records of ideology, art and music connected with the street style from World War II to the present when it has risen. The summary of result is as follows. (1) In the 1940's, Zooties was the jet of desire suppressed by African-Americans that couldn't receive favors socially and economically and Hipsters pursued reformative bebop that made up of soft Jazz. In the 1950's, Modernists were running after Cool Jazz to the minimum. In the 1970's, Funk appered in the sexual desire and erotic strength, and was surfaced from Negro Getto. In the 1980's B-boys & Flygirls showed the street style by the scribble art of slum in the New York. As mentioned above, In the 1990's, Acid Jazz influenced by the Jazz of Negro has been the fashion added to the tradition of musical form that come from eclecticism of Jazz tended Neo-Jazz. (2) In the 1940's, Western style dreamed the country life because of rapid urbanization. In the 1950's, Beat obtained the feeling of liberation from the dissolute life and activity. In the 1960's, Psychedelics showed the freedom affected by the Pop-art and Op-art, and Hippies pursued the true individuality as 'love & peace' life style and the return to nature. In the 1990's, Grunge look influenced by the above has been fashion that shows the practical use of second-hand clothing or patchwork contrary to elitism. (3) In the 1940's, Caribbean style appered in the typical textile color with the center of West Indies. In the 1960's, Rude boys showed the magnificence and difficulty of Jamaica, and Rastafarians had a tendency to come back to the ancient civilization of America. In the 1970's, Two-tone was the simple clothing for harmonizing among human races. In the 1990's, Jamaica look influenced by the above has been the Lege fashion introduced to a high fashion, appearing in the special bright color, applique, unique hair style, and so on. (4) In the 1950's, Sufers pursued natural rhythm, getting out of everything. In the 1970' s, Skaters enjoyed the speed on the paved road. In the 1980's, Casuals emphasized the spirit of cooperation of young-things. In the 1990's, Casual look Influenced by the above has been the fashion that forms the activity, function and strong spirit of cooperation by pursuing comfortable life and sports in the tension of life and variety of modern society. (5) It was hard for Bikers to adjust themselves in society after the war. In the 1950's, Coffee bar cowboys were the reckless running boys in the leather jacket. In the 1960's, Rockers created the group originality as disobedient outsiders and Greasers imitated Rolling Stones. In the 1980's, Punks resisted the viewpoint of the old generation in offensive fashion. In the 1990's, Cyberpunk influenced by the above has pursued the classless structure, electronic music and metallic clothing that forebodes gloomily as the computer generation of ultra-modern science times. Accordingly, in understanding a complex modern fashion phenomenon, it was analyzed that the street styles of the past, from World War II to the 1980's, were reflected in that of the 1990's dividing into the five types in a word, namely Acid Jazz, Grunge look, Jamaica look, Casual look and Cyberpunk.

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Database for Hospice Nursing in Electronic Medical Record (호스피스 전자기록을 위한 데이터베이스 개발)

  • Kim, Young-Soon;Lee, Chang-Geol;Lee, Kyoung-Ok;Kim, Ok-Kyum;Kim, In-Hye;Kim, Mi-Jeong;Hwang, Ae-Ran;Lee, Won-Hee
    • Journal of Hospice and Palliative Care
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    • v.7 no.2
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    • pp.200-213
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    • 2004
  • Purpose: The purpose of this study was to create an electronic nursing record form to build a hospice nursing process database to be used in the u-hospital EMR system. Specific aims of the study were: 1. To generate a complete, accurate, and simple electronic nursing record form. 2. To verify its appropriateness following documentation with the standardized hospice protocol. 3. To verify its validity and finalize the hospice nursing process database through discussion among hospice professionals. Methods: Nursing records from three independent hospice organizations were collected and analyzed by five expert hospice nurses with more than 10 years of experience, and a nursing record database was developed. This database was applied to 81 hospice patients at three hospice organizations to verify its completeness. Results: 1. An electronic nursing record form with completeness, accuracy, and simplicity was developed. 2. The completeness of the standardized home hospice service protocol was 95.86 percent. 3. The hospice nursing process database contains 18 items on health problems, 79 items on related causes and major symptoms, and 229 items on nursing interventions. Conclusion: The new nursing record form and database will reduce documentation time and articulate and streamline the working process among team members. They can also improve the quality of hospice services, and ultimately enable us to estimate hospice service costs.

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The Stone Buddha Statue of Sangunsa Temple at Bukhansan in Goyang, Gyeonggi Province (고양 상운사 석불좌상과 조선 전기 조각 양식의 전통과 모색)

  • Shim, Yeoung shin
    • Korean Journal of Heritage: History & Science
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    • v.52 no.4
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    • pp.246-263
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    • 2019
  • The stone Buddha statue of Sangunsa Temple at Bukhansan in Goyang, Gyeonggi Province, is an excellent example of stone Buddha statues created in the late 15th century. On the base of the figure, there is an inscription, which informs that it was produced in 1497. In recognition of this significance, it was recently designated as a tangible cultural asset in Gyeonggi-do. Thus, this paper tried to evaluate the value of the statue by analyzing iconography and style. The characteristics of a typical 15th-century style that the Buddha statue of Sangunsa Temple shows are the form of ushnisha, the way clothes are worn, the form of a w-shaped chest muscle, and the simple lotus pedestal. On the other hand, the elongation of the waist and the disappearance of the waistband on undergarments are new forms of Buddha statues in the 16th century. Besides, parting the hair in the middle of the head and leaf-shaped short ribbon draped on undergarments are unique features that only appear on the statue of Sangunsa Temple. Sangunsa has been known to be built in the early 18th century based on Bukanji compiled by Seongneung in 1745, and Bongeunbonmalsaji composed in 1943. However, the statue was created in the late 15th century, before the establishment of the temple in the early 18th century. Therefore, this paper briefly reviewed the history of Sangunsa Temple, focusing on the initial period, referring to the historical sites and the relics that were passed on to the temple, as well as the literature records. The data newly referred to in the study are as follows: Sangunsa Stone Pagoda, presumed to be from the Goryeo Dynasty; the Stone Buddha Statue of Sangunsa; Wooden Amita Triad Buddha Statue of Sangunsa. According to the data and contrary to previously-held beliefs, Sangunsa Temple is believed to have been operating since the Goryeo Dynasty. It can be inferred through analysis of the stone Buddha statue of Sangunsa Temple that the size of the Temple before the 18th century was not very large.

A Study on the physical Status of New Born Babies in Nursery at a Hospital in Seoul. - For Relationship between Neonatal Diseases and risk factors. - (종합병원 분만아의 신생아실 재원기간중 건강상태에 관한 연구 - 질환발생과 제요인과의 관계를 중심으로 -)

  • Park Ae Kyung
    • Journal of Korean Public Health Nursing
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    • v.2 no.2
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    • pp.81-98
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    • 1988
  • The purpose of this study was to fine out the general physical status of the neonates, and to identify the risk factors of the mothers and the neonates which were significantly related to the neonatal diseases during hospitalization. The data were obtained from clinical records of 1098 neonates born in Seoul Red cross Hospital between January 1st of 1984 and December 31th of 1986. The results of this study were summarized as follows: 1. General characteristics of the maternal group. 1) The average of maternal age was 26.6 years, the $91.7\%$ of the mothers de liveried at the age of 20-34 years old. 2) The distribution of the types of delivey were as follows : spontaneous delivery $39.9\%$, cesarean section $32.4\%$, vaccum extraction $25.7\%$, and breech delivery$2.0\%$. 3) The $40.3\%$ of the total de liveried mother had experienced abortion. 4) The $42.3\%$ of the total deliveried mother had one or more obstetric risk factors. 2. General characteristics of the neonatal group. 1) In the distribution of sex, male was $49.4\%$, female $50.6\%$. 2) The average of birth weights was 3,020gm. The distribution of birth weight were as follows; nomal weight $85.5\%$, low birth weight $12.7\%$ and high birth weight $2.5\%$. 3) The average of gestational age was 39.2 weeks. The distribution of gestational age were as follows; full term $77.4\%$, preterm $13.7\%$, and postterm $8.9\%$. 4) The average of Apgar Score was 9.0 at one minute and 9.6 at five minutes. 5) The $5.7\%$ of the neonates had one or more neonatal risk symptoms and signs at birth. 3. Apgar Score by the maternal and neonatal factors. In Apgar Score at one minute, normal group was higher than that of abnormal group. Apgar Score at five minutes was slightly higher than that at one minute. 4. The distribution of the maternal risk factors and the neonatal risk factors. 1) The total numbers of the maternal risk factors were 1376. The distribution of the maternal risk factors were as follows: obstetric factor $33.7\%$, abortion $32.2\%$, breech and cesarean section delivery $27.5\%$ and maternal age under 19 years and over 35 years $6.6\%$. 2) The total numbers of the neonatal risk factors were 517. The distribution of the neonatal risk factors were as follows: gestational age under 37 weeks and over 42 weeks $48.0\%$, birth weight under 2500gm and over 4000gm $12.2\%$, Apgar score under 4 at one munute $6.4\%$ and Apgar score at five munutes $2.7\%$. 3) The total numbers of the obstetric risk factors were 661. The types of the obstetric risk factors were meconium stained amniotic fluid $22.0\%$, premature rupture of membrane $17.5\%$. absence prenatal care $14.1\%$, unmarried pregnancy $10.3\%$, placenta problem $9.0\%$, toxemia $8.0\%$. 4) The total numbers of the neonatal risk symptoms and signs at birth were 83. The types of the neonatal risk symptoms and signs were respiratory distress $65.1\%$, neonatal apnea $14.4\%$, convulsion $13.3%$, meconium aspiration syndrome $4.8\%$, cyanosis $2.4\%$. 5. The relationship between the maternal risk factors and the neonatal risk factors. 1) Maternal age under 19 years or over 35 years was significantly related to Apgar Score under 4 at 5 minutes. 2) Breech delivery or cesarean section was significantly related to neonatal risk factor at birth such as birth weight, gestational age, Apgar Score at one minute and at five minutes. and neonatal risk symptoms and signs. 3) Obstetric risk factors were significantly related to the neonatal risk factors at birth. 4) Abortion was not related to the neonatal risk factors. 6. The relationship between neonatal diseases during hosptalization and the maternal or the neonatal risk factors. 1) The total numbers of neonatal diseases during hospitalization were 281. The distribution of neonatal diseases were as follows: birth trauma $38.1\%$, infectious disease $31.3\%$, hematologic disease $21.4\%$, respiratory disease $6.0\%$, neurologic disease $2.5\%$. cardiovascular disease $0.7\%$. 3) Most maternal risk factors except abortion were significantly related to neonatal diseases. 4) Most neonatal risk factors at birth were significantly related to neonatal diseases.

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U.S. Rules on Enhancing Airline Passenger Protections (미국 연방법규상 항공여객보호제도에 관한 연구)

  • Lee, Chang-Jae
    • The Korean Journal of Air & Space Law and Policy
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    • v.28 no.2
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    • pp.63-96
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    • 2013
  • Recently, U.S. Department of Transportation (DOT) expanded the "Enhancing Airline Passenger Protections" on August 23, 2011 and October 24, 2011. The Rule regulates tarmac delays, denied boarding compensation, customer service plans, and fare advertising. The adopted rule is to protect passengers by improving passenger service requirements on U.S. national or domestic carriers and foreign air carriers as well. The major issues are as follows: First, regarding to so called Tarmac Delay, carriers must establish a Tarmac Delay Contingency Plan setting forth the number of hours the carrier will permit an aircraft to remain on the tarmac at U.S. airports before allowing passengers to deplane. Carriers also must provide passengers with food and water in the event the aircraft remains on the tarmac for two or more hours and must provide operable lavatories and medical attention while the aircraft remains on the tarmac, irrespective of the length of the delay. Carriers also must create and retain records regarding tarmac delays lasting more than three hours. Also they need to update passengers every 30 minutes during a tarmac delay of the status of the flight and the reason for the delay, allow passengers to deplane if the aircraft is at the gate or another disembarkation area with the door open. Second, carriers now must adopt a "Customer Service Plan" that addresses offering customers the lowest fares available, notifying customers about delays, cancellations, and diversions; timely delivery of baggage; accommodating passengers' needs during tarmac delays and in "bumping cases"; and ensuring quality customer service. Third, the new regulations also increase minimum denied boarding compensation limits to $650 / $1,300 or 200% / 400% of the fare, whichever is less. Last, the DOT also has modified its policies related to enforcement of Rules pertaining to full fare advertising. The Rule states that the advertised price for air transportation must be the entire price to be paid by the customer. Similarly, Korea revised the passenger protection clauses within Aviation Act. However, it seems to be required to include various more issues such as Tarmac Delay, oversales of air tickets, involuntary denied boarding passengers, advertisements, etc.

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A Clinical Therapeutic Results on Small Cell Lung Cancer (소세포 폐암의 치료성적에 대한 고찰)

  • Kim, Eun-Hwa;Lee, Soon-Hyoung;Huh, Won-Young;Kim, Han-Sik;Jo, Jin-Ung;Kim, Mee-Ae;Kim, Sang-Kyun;Kim, Kwi-Wan;Chung, Weon-Kuu;Kim, Soo-Kon
    • Tuberculosis and Respiratory Diseases
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    • v.41 no.3
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    • pp.262-269
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    • 1994
  • Background : A clinical study was carried out on 153 new cases with small cell lung cancer registered at Presbyterian Medical Center, Chonju during the 7 years from 1986 to 1992. They were analyzed by sex and age distribution, symptoms and signs, classification of stage and site and its treatments. Especially, an effort was made to compare the overall survival time between limited stage and extensive stage. Methods : Among 806 lung cancer patients diagnosed by biopsy or cytologic evaluation for the 7 years, 153 patients was shown small cell lung cancer. These 153 cases was analyzed retrospectivery through patient's records, letters or telephones. Results : The results of evaluation of small cell lung cancer are as follows. Over 85 percent of the small cell lung cancer patients were over 50 years of age and prominent clinical features were cough(86.3%), sputum(75.8%) and dyspnea(54.9%). One hundred and five patients(68.7%) was staged to have limited stage. Mean survival time of the chemotherapy and chemoradiotherapy in limited stage has significant difference and its survivals are 5.3 months and 15.0 months. Patients whose disease was staged as limited, regardless of whether or not chemotherapy was administered, had a median survival time of 10.9 months, compared with 4.8 months for those with extensive stage. Conclusion : Lung cancer is one of the malignant diseases tend to increase gradually in Korea and proven to be the most common cancer next to the gastric cancer among various cancers in males found at the Presbyterian Medical Center in the past seven years. This report is a retrospective view of the clinical therapeutic results of the small cell lung cancer patients. Especially at the limited stage, the combined therapy revealed higher survival rate than the chemotherapy alone. For a more accurate evaluation. a prospective view, without any bias, of patients selected at random is needed.

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An Empirical Study on the Effect of CRM System on the Performance of Pharmaceutical Companies (고객관계관리 시스템의 수준이 BSC 관점에서의 기업성과에 미치는 영향 : 제약회사를 중심으로)

  • Kim, Hyun-Jung;Park, Jong-Woo
    • Journal of Intelligence and Information Systems
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    • v.16 no.4
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    • pp.43-65
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    • 2010
  • Facing a complex environment driven by a decade, many companies are adopting new strategic frameworks such as Customer Relationship Management system to achieve sustainable profitability as well as overcome serious competition for survival. In many business areas, CRM system advanced a great deal in a matter of continuous compensating the defect and overall integration. However, pharmaceutical companies in Korea were slow to accept them for usesince they still have a tendency of holding fast to traditional way of sales and marketing based on individual networks of sales representatives. In the circumstance, this article tried to empirically address current status of CRM system as well as the effects of the system on the performance of pharmaceutical companies by applying BSC method's four perspectives, from financial, customer, learning and growth and internal process. Survey by e-mail and post to employers and employees who were working in pharma firms were undergone for the purpose. Total 113 cases among collected 140 ones were used for the statistical analysis by SPSS ver. 15 package. Reliability, Factor analysis, regression were done. This study revealed that CRM system had a significant effect on improving financial and non-financial performance of pharmaceutical companies as expected. Proposed regression model fits well and among them, CRM marketing information system shed the light on substantial impact on companies' outcome given profitability, growth and investment. Useful analytical information by CRM marketing information system appears to enable pharmaceutical firms to set up effective marketing and sales strategies, these result in favorable financial performance by enhancing values for stakeholderseventually, not to mention short-term profit and/or mid-term potential to growth. CRM system depicted its influence on not only financial performance, but also non-financial fruit of pharmaceutical companies. Further analysis for each component showed that CRM marketing information system were able to demonstrate statistically significant effect on the performance like the result of financial outcome. CRM system is believed to provide the companies with efficient way of customers managing by valuable standardized business process prompt coping with specific customers' needs. It consequently induces customer satisfaction and retentionto improve performance for long period. That is, there is a virtuous circle for creating value as the cornerstone for sustainable growth. However, the research failed to put forward to evidence to support hypothesis regarding favorable influence of CRM sales representative's records assessment system and CRM customer analysis system on the management performance. The analysis is regarded to reflect the lack of understanding of sales people and respondents between actual work duties and far-sighted goal in strategic analysis framework. Ordinary salesmen seem to dedicate short-term goal for the purpose of meeting sales target, receiving incentive bonus in a manner-of-fact style, as such, they tend to avail themselves of personal network and sales and promotional expense rather than CRM system. The study finding proposed a link between CRM information system and performance. It empirically indicated that pharmaceutical companies had been implementing CRM system as an effective strategic business framework in order for more balanced achievements based on the grounded understanding of both CRM system and integrated performance. It suggests a positive impact of supportive CRM system on firm performance, especially for pharmaceutical industry through the initial empirical evidence. Also, it brings out unmet needs for more practical system design, improvement of employees' awareness, increase of system utilization in the field. On the basis of the insight from this exploratory study, confirmatory research by more appropriate measurement tool and increased sample size should be further examined.

Results of Application of Video-Assisted Thoracoscopic Surgery for the Treatment of Empyema Thoracis (흉강경을 이용한 농흉 치료의 결과)

  • Choi, Gi Hoon;Choi, Goang Min;Kim, Hyoung Soo;Cho, Seong Joon;Ryu, Se Min;Ahn, Hee Cheol;Seo, Jeong Yeol
    • Tuberculosis and Respiratory Diseases
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    • v.61 no.5
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    • pp.463-472
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    • 2006
  • Background: Since video-assisted thoracoscopic surgery (VATS) was introduced as a new treatment modality for empyema thoracis, numerous reports have suggested that VATS is a more effective treatment method than the traditional methods that mainly use antibiotics and drainage apparatus. However, no confirmative evidence of the superiority of VATS over the traditional method has been provided yet. Methods: We attempted to evaluate the efficacy of VATS for the treatment of empyema thoracis by reviewing past medical records and simple chest films. First, we divided the patients into two groups based on the treatment method: group A of 15 patients who were treated with the traditional method between January 2001 and December 2003, and group B of 9 patients who were treated with VATS between December 2003 and August 2006. The final outcomes used in this study were the number of days of hospital stay, chest tube duration, leukocytosis duration, febrile duration, and intravenous antibiotics usage duration. In addition, radiological improvements were compared. Results: The mean age(${\pm}$standard deviation) of 11 men and 4 women in group A was $58.2{\pm}15.7$ years, and of 9 men and 2 women in group B was $51.6{\pm}9.5$ years. Group B had a significantly shorter hospital stay ($16.6{\pm}7.4$ vs. $33.7{\pm}22.6$ days; p=0.014), shorter chest tube duration ($10.5{\pm}5.7$ vs. $19.5{\pm}14.4$ days; p=0.039), shorter leukocytosis duration ($6.7{\pm}6.5$ vs. $18.8{\pm}13.2$ days; p=0.008), shorter febrile duration ($0.8{\pm}1.8$ vs. $9.4{\pm}9.2$ days; p=0.004), and shorter duration of intravenous antibiotics usage ($14.9{\pm}6.4$ vs. $25.4{\pm}13.9$ days; p=0.018). However, radiological improvements did not show any statistical differences. Conclusion: Early application of VATS for empyema thoracis treatment reduced hospital stay, thoracostomy tube duration, leukocytosis duration, febrile duration, and antibiotics usage duration in comparison with the traditional methods. The early performing of VATS might be an effective treatment modality for empyema thoracis.

Improving Performance of Recommendation Systems Using Topic Modeling (사용자 관심 이슈 분석을 통한 추천시스템 성능 향상 방안)

  • Choi, Seongi;Hyun, Yoonjin;Kim, Namgyu
    • Journal of Intelligence and Information Systems
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    • v.21 no.3
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    • pp.101-116
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    • 2015
  • Recently, due to the development of smart devices and social media, vast amounts of information with the various forms were accumulated. Particularly, considerable research efforts are being directed towards analyzing unstructured big data to resolve various social problems. Accordingly, focus of data-driven decision-making is being moved from structured data analysis to unstructured one. Also, in the field of recommendation system, which is the typical area of data-driven decision-making, the need of using unstructured data has been steadily increased to improve system performance. Approaches to improve the performance of recommendation systems can be found in two aspects- improving algorithms and acquiring useful data with high quality. Traditionally, most efforts to improve the performance of recommendation system were made by the former approach, while the latter approach has not attracted much attention relatively. In this sense, efforts to utilize unstructured data from variable sources are very timely and necessary. Particularly, as the interests of users are directly connected with their needs, identifying the interests of the user through unstructured big data analysis can be a crew for improving performance of recommendation systems. In this sense, this study proposes the methodology of improving recommendation system by measuring interests of the user. Specially, this study proposes the method to quantify interests of the user by analyzing user's internet usage patterns, and to predict user's repurchase based upon the discovered preferences. There are two important modules in this study. The first module predicts repurchase probability of each category through analyzing users' purchase history. We include the first module to our research scope for comparing the accuracy of traditional purchase-based prediction model to our new model presented in the second module. This procedure extracts purchase history of users. The core part of our methodology is in the second module. This module extracts users' interests by analyzing news articles the users have read. The second module constructs a correspondence matrix between topics and news articles by performing topic modeling on real world news articles. And then, the module analyzes users' news access patterns and then constructs a correspondence matrix between articles and users. After that, by merging the results of the previous processes in the second module, we can obtain a correspondence matrix between users and topics. This matrix describes users' interests in a structured manner. Finally, by using the matrix, the second module builds a model for predicting repurchase probability of each category. In this paper, we also provide experimental results of our performance evaluation. The outline of data used our experiments is as follows. We acquired web transaction data of 5,000 panels from a company that is specialized to analyzing ranks of internet sites. At first we extracted 15,000 URLs of news articles published from July 2012 to June 2013 from the original data and we crawled main contents of the news articles. After that we selected 2,615 users who have read at least one of the extracted news articles. Among the 2,615 users, we discovered that the number of target users who purchase at least one items from our target shopping mall 'G' is 359. In the experiments, we analyzed purchase history and news access records of the 359 internet users. From the performance evaluation, we found that our prediction model using both users' interests and purchase history outperforms a prediction model using only users' purchase history from a view point of misclassification ratio. In detail, our model outperformed the traditional one in appliance, beauty, computer, culture, digital, fashion, and sports categories when artificial neural network based models were used. Similarly, our model outperformed the traditional one in beauty, computer, digital, fashion, food, and furniture categories when decision tree based models were used although the improvement is very small.