• 지능정보연구
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• 제21권1호
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• pp.161-177
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• 2015

정보기술의 빠른 진화, 빅데이터의 등장, 분석기법의 고도화 등으로 인해 다량의 데이터로부터 의미있는 정보를 추출하는 데이터마이닝을 다양한 영역에 활용하고자 하는 시도들이 활발히 진행되고 있다. 그 중의 한 분야가 농산물 유통영역인데, 농산물에 대한 지속적인 수요 증가와 전자경매의 활성화 등으로 수도권 농산물 도매시장에서만도 연간 수천만건 이상의 거래가 이루어 진다. 그러나 급속한 거래량 증가와 더불어 과거로부터 관행적으로 이루어지고 있는 부정거래도 함께 증가하고 있는데 거래참가자들 사이의 결탁에 의해 발생하는 농산물 도매시장의 부정거래는 점차 지능화되는 추세이며, 이들을 감지하고 적발하기가 매우 어려운 실정이다. 이로 인해 농산물 유통환경의 공정거래 질서는 침해되고 시장에 대한 신뢰는 훼손되곤 한다. 따라서 거래투명성을 제고하고 유통비리를 구조적으로 개선하기 위한 과학적이고 자동화된 부정탐지시스템의 필요성이 어느 때보다도 절실히 요구되는 상황이다. 본 연구에서는 데이터마이닝의 의사결정나무를 이용하여 실제 발생하지 않은 거래를 실물 없이 거래한 것처럼 조작하여 대금을 정산하는 행위인 허위거래를 탐지하는 모형을 제시하였다. 이를 위해 실제 농산물 도매시장의 데이터를 수집하였고, 데이터의 정제 및 표준화 등의 선행작업을 수행하였다. 또한 변수 간의 상관관계 및 분포도 분석 등을 통해 데이터의 특성을 파악한 후 예측모형을 구축하여 허위거래와 정상거래를 분류하는 패턴을 도출하였으며, 최종적으로 시험용 데이터를 이용하여 모형을 평가하는 단계를 거쳐 결과의 적합성을 확인하였다. 향후 데이터마이닝을 이용한 부정탐지 모형을 허위거래뿐만 아니라 낙찰부정, 경매조작 등과 같이 다양화되는 부정거래에 적용하게 되면 보다 지대한 효과를 거둘 수 있으리라 사료된다.

• The Journal of Korean Physical Therapy
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• 제22권1호
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• pp.75-81
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• 2010

Purpose: The purpose of this study was to apply association rule mining to explore the labyrinthine network of cerebral infarction comorbidity and basic data supply to develop cutting-edge physical therapy protocols for cerebral infarction with comorbidity Methods: From clinic records of enrollees of A Hospital in D city, patients over 18 years of age with cerebral infarction and cerebral infarction comorbidity were recruited as a case group. All diagnoses of that hospital were categorized according to the "International Classification of Disease (ICD)" diagnosis system. We extracted code I63 from the "Korea Classification of Disease (KCD)-4". Associated rule mining was done with a priori modeling and Web nodes to examine the strengths of associations among those diagnoses. The support and confidence values of associated rule mining results were examined. Results: The subjects of this study were 2,267 cerebral infarction patients. E11 (Non-insulin-dependent diabetes mellitus), E78 (Disorders of lipoprotein metabolism and other lipidaemias), G81 (Hemiplegia), I10 (Essential hypertension), and K29 (Gastritis and duodenitis) were high frequency diagnoses, being found in 10% or more of total diagnoses of cerebral infarction from frequency analysis results. The highest frequency diagnosis was 1,042 (46.0%) for I10. The second most frequent diagnosis was for E11(21.5%) while the third most frequent diagnosis was E78 (20.2%). Results from a priori modeling and Web nodes indicated that cerebral infarction has a strong association withessential hypertension, non-insulin-dependent diabetes mellitus, disorders of lipoprotein metabolism and other lipidaemias. Conclusion: Cerebral infarction is associated with hypertension, diabetes mellitus, and disorders of lipoprotein metabolism and other lipidaemias. The result of this study will be helpful to clinicians treating patients with cerebral infarction.

• 한국산학기술학회논문지
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• 제20권11호
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• pp.324-334
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• 2019

본 연구는 일개 요양병원 입원 환자들의 의무기록 정보를 바탕으로 환자분류군에 따른 입원 환자 특성을 파악하고, 각 요인 간의 상관 관계를 분석하여 요양병원 환자분류 체계 개선에 필요한 기초 자료를 제공하고자 시행하였다. 연구 대상은 2016년 1월부터 12월까지 1년간 전북 지역 일개 요양병원에서 퇴원한 환자들의 의무기록 정보 총 213건으로 선정하였다. 재원일수와 상병 개수의 상관계수는 양의 상관 관계를 보여 환자가 가지고 있는 상병이 많을수록 재원일수가 길어지고 있음을 알 수 있었다. 이와 같은 연구 결과를 기반으로 환자분류군을 결정하는 환자평가표의 항목들을 실제로 환자에게 제공되는 의학적인 노력이 반영될 수 있도록 수정·보완하는 것이 필요하다. 또한 각 환자분류군별로 중점적으로 관리해야 할 문제점을 파악하여 각 분류군에 적합한 케어 서비스 체계를 수립하는 것이 효율적인 요양병원 운영을 위한 필수 요소이자 나아가 국가적 차원에서도 노인 인구의 건강을 관리하는 데 중요한 과제임을 알 수 있다.

• 대한임상독성학회지
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• 제10권1호
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• pp.22-32
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• 2012

Purpose: The purpose of this study was to examine the occurrence of toxic exposure cases in Korean emergency centers using a toxic exposure surveillance system-based report form and to provide guidelines for the prevention and treatment of toxic exposures. Methods: We retrospectively reviewed the medical records of toxic exposure patients who had visited emergency centers from January 2009 to December 2009. Epidemiology data points for the toxic exposure cases included age, gender, type of exposure, number and kind of substances involved, reason and route of poison exposure, management of the patients in the emergency departments, and the clinical outcome. Results: A total of 3,501 patients from 12 emergency departments were enrolled in the study. 50.0% of the total exposure patients were male and 63.0% of the total cases were fatal. Acute intoxication occurred in 91.3% of the total patients and suicidal intent was the most common (43.3%) reason for exposure. The most common route of exposure was ingestion (75.9%). Of the total cases, pesticides were involved in 26.3%, sedatives/hypnotics/antipsychotics were involved in 22.0%, and bites and envenomations were involved in 15.7%. Conclusion: We provided a database of patients who were admitted to emergency departments after poisoning incidents. We recommend that toxicology professionals develop a classification scheme for toxicants which is adequate for Korean domestic circumstances and initiate a toxic surveillance system for all types of exposures. With support of a psychiatric surveillance system for suicidal patients and establishment of social mediation for pesticide poisoning, major reductions in poison exposures can be achieved.

• 한국동물위생학회지
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• 제41권2호
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• pp.97-104
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• 2018

Recently, demographic studies of veterinary medical database have been conducted to understand patterns of disease occurrence. Understanding incidence of breed-related disease would provide appropriate guidance for future health care strategies and offer useful information for early diagnosis of disease. However, in veterinary medicine, theses research has not yet been investigated in the Republic of Korea. The purpose of this study was to investigate the prevalence of common medical disorders among dog breeds examined at primary-care veterinary clinics in Jeollabuk-Do, Republic of Korea. The data were analyzed based on World Health Organization's International Classification of Disease. A total 13,176 medical records of canine patients were analyzed from six primary veterinary clinics in Jeollabuk-Do from January to December 2016. Results showed that the most common health problems were 'disease of skin' (17.7%); followed by 'diseases of digestive system' (12.26%), 'preventive medicine' (10.08%), and 'diseases of ear and mastoid process' (10.4%). In seven out of ten breeds, the most common medical disorder was skin disease. For poodle such as Pomeranian and Chihuahua, digestive system disease was most prevalent. On the other hand, respiratory system disease was found to be higher in Pomeranian than other breeds; while ear and mastoid process disease was most common for Maltese and Poodle. This study can help owners, breeders, and veterinarians prevent and manage various diseases of popular breeds in Jeollabuk-Do in the future.

• 간호행정학회지
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• 제6권1호
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• pp.135-146
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• 2000

The purpose of this study was to develope, based on the Nursing Intervention Classification (NIC) system. a set of standardized nursing interventions which had been validated. and their associated activities. for use with nursing diagnoses related to home health care for women who have had a caesarian delivery and for their newborn babies. This descriptive study for instrument development had three phases: first. selection of nursing diagnoses. second, validation of the preliminary home health care interventions. and third, application of the home care interventions. In the first phases, diagnoses from 30 nursing records of clients of the home health care agency at P. medical center who were seen between April 21 and July 30. 1998. and from 5 textbooks were examined. Ten nursing diagnoses were selected through a comparison with the NANDA (North American Nursing Diagnosis Association) classification In the second phase. using the selected diagnoses. the nursing interventions were defined from the diagnoses-intervention linkage lists along with associated activities for each intervention list in NIC. To develope the preliminary interventions five-rounds of expertise tests were done. During the first four rounds. 5 experts in clinical nursing participated. and for the final content validity test of the preliminary interventions. 13 experts participated using the Fehring's Delphi technique. The expert group evaluated and defined the set of preliminary nursing interventions. In the third phases, clinical tests were held at in a home health care setting with two home health care nurses using the preliminary intervention list as a questionnaire. Thirty clients referred to the home health care agency at P. medical center between October 1998 and March 1999 were the subjects for this phase. Each of the activities were tested using dichotomous question method. The results of the study are as follows: 1. For the ten nursing diagnoses. 63 appropriate interventions were selected from 369 diagnoses interventions links in NlC., and from 1.465 associated nursing activities. From the 63 interventions. the nurses expert group developed 18 interventions and 258 activities as the preliminary intervention list through a five-round validity test 2. For the fifth content validity test using Fehring's model for determining lCV (Intervention Content Validity), a five point Likert scale was used with values converted to weights as follows: 1=0.0. 2=0.25. 3=0.50. 4=0.75. 5=1.0. Activities of less than O.50 were to be deleted. The range of ICV scores for the nursing diagnoses was 0.95-0.66. for the nursing interventions. 0.98-0.77 and for the nursing activities, 0.95-0.85. By Fehring's method. all of these were included in the preliminary intervention list. 3. Using a questionnaire format for the preliminary intervention list. clinical application tests were done. To define nursing diagnoses. home health care nurses applied each nursing diagnoses to every client. and it was found that 13 were most frequently used of 400 times diagnoses were used. Therefore. 13 nursing diagnoses were defined as validated nursing diagnoses. Ten were the same as from the nursing records and textbooks and three were new from the clinical application. The final list included 'Anxiety', 'Aspiration. risk for'. 'Infant behavior, potential for enhanced, organized'. 'Infant feeding pattern. ineffective'. 'Infection'. 'Knowledge deficit'. 'Nutrition, less than body requirements. altered', 'Pain'. 'Parenting'. 'Skin integrity. risk for. impared' and 'Risk for activity intolerance'. 'Self-esteem disturbance', 'Sleep pattern disturbance' 4. In all. there were 19 interventions. 18 preliminary nursing interventions and one more intervention added from the clinical setting. 'Body image enhancement'. For 265 associated nursing activities. clinical application tests were also done. The intervention rate of 19 interventions was from 81.6% to 100%, so all 19 interventions were in c1uded in the validated intervention set. From the 265 nursing activities. 261(98.5%) were accepted and four activities were deleted. those with an implimentation rate of less than 50%. 5. In conclusion. 13 diagnoses. 19 interventions and 261 activities were validated for the final validated nursing intervention set.

• 한국응급구조학회지
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• 제11권3호
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• pp.163-174
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• 2007

Purpose : This study analyzes prehospital care report of emergency service at prehospital stage, examines characteristics of activities of 119 paramedics and its users and aims to provide help for improving emergency system in future. Methods : Data collected were 119 prehospital care report and hospital records with 7,160 patients to emergency room by 119 ambulance from Jan. 1 to Dec. 31, 2006 and percentage and frequency of the data were obtained. Results : 1) Use of emergency room by 119 ambulance was increased in summer and autumn such as August(9.1%), September(11.2%) and October(13.5%) and it was more frequently used on Monday(17.3%), Saturday(17.2%) and Friday(16.1%) by telephone(98.6%). 2) Using emergency room was most in over sixties(51.8%), men(64.2%), community residents (78.3%), by report of family(50.3%) and at '09:01~12:00'(16.5%). 3) Symptoms of emergency room users included headache, chest pain, stomachache, lumbago and others as 40.6% and places where patients were found were at home(60.1%) due to chronic internal diseases at 49.2%. 4) Most of non-emergency patients(80.2%) arriving at hospital had normal pupil condition (88.4%) and clear consciousness(71.2%) and most of them left hospital after having first-aid treatment. 5) Physiological symptom tests evaluated by paramedics at prehospital stage included blood pressure(56.6%), pulse(22.9%), breathing(13.0%) and temperature(9.2%), and there was no SPo2 case. 6) Classification of severity by paramedics showed difference as emergency patients(18.0%) by paramedics and those(24.9%) by hospital. 7) First-aid treatments by paramedics at prehospital stage were promoting comfort(28.9%), hemostasis(7.7%), fixing cervical vertebrae(4.0%) and ensuring vein route(3.1%). 8) Selectors of medical agency were patients or guardians(86.2%) and emergency medical technicians(73.6%). Conclusion : To sum up the above research, it was found that percentage of using 119 ambulance by non-emergency patients was higher and paramedics performed basic first-aid treatment rather than professional first-aid treatment due to several conditions such as legal problems, range of allowance, etc. Therefore, it is considered that method to reduce frequency of ambulance by non-emergency patients and approaches to alleviate limitations of allowance of paramdeics to make them perform effective first-aid treatment at prehospital stage should be sought in the dimension of individual, organization and government.

• Journal of the Korean Association of Oral and Maxillofacial Surgeons
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• 제43권1호
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• pp.29-36
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• 2017

Objectives: Acquired immunodeficiency syndrome (AIDS) is a disease of the human immune system caused by the human immunodeficiency virus (HIV). People with AIDS are much more vulnerable to infections, including opportunistic infections and tumors, than people with a healthy immune system. The objective of this study was to correlate oral lesions associated with HIV/AIDS and immunosuppression levels by measuring clusters of differentiation 4 (CD4) cell counts among patients living in the middle western regions of Ghana. Materials and Methods: A total of 120 patients who visited the HIV clinic at the Komfo Anokye Teaching Hospital and the Regional Hospital Sunyani of Ghana were consecutively enrolled in this prospective and cross-sectional study. Referred patients' baseline CD4 counts were obtained from medical records and each patient received an initial physician assessment. Intraoral diagnoses were based on the classification and diagnostic criteria of the EEC Clearinghouse, 1993. After the initial assessment, extra- and intraoral tissues from each enrolled patient were examined. Data analyses were carried out using simple proportions, frequencies and chi-square tests of significance. Results: Our study included 120 patients, and was comprised of 42 (35.0%) males and 78 (65.0%) females, ranging in age from 21 to 67 years with sex-specific mean ages of 39.31 years (males) and 39.28 years (females). Patient CD4 count values ranged from 3 to 985 cells/mL with a mean baseline CD4 count of 291.29 cells/mL for males and 325.92 cells/mL for females. The mean baseline CD4 count for the entire sample was 313.80 cells/mL. Of the 120 patients we examined, 99 (82.5%) were observed to have at least one HIV-associated intraoral lesion while 21 (17.5%) had no intraoral lesions. Oral candidiasis, periodontitis, melanotic hyperpigmentation, gingivitis and xerostomia were the most common oral lesions. Conclusion: From a total of nine oral lesions, six lesions that included oral candidiasis, periodontitis, melanotic hyperpigmentation, gingivitis, xerostomia and oral hairy leukoplakia were significantly correlated with declining CD4 counts.

• Tuberculosis and Respiratory Diseases
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• 제65권1호
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• pp.23-28
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• 2008

연구배경: 흉선 상피 종양은 전종격동에 발생하는 가장 흔한 종양으로 비특이적인 증상을 나타내는 경우가 많아 진단 및 치료에 어려움이 있다. 본 연구에서는 부산대학교병원에서 진단된 흉선 상피 종양의 임상적 특징을 알아보고자 하였다. 방 법: 1997년 1월에서 2007년 1월까지 흉선 상피 종양 으로 조직학적 진단을 받은 37명의 환자를 대상으로 임상적, 조직학적 소견을 후향적으로 분석하였다. 조직학적 분류는 WHO 분류법, 임상적 병기는 Masaoka 병기분류법을 기초로 하였다. 대상 환자는 총 37명으로 남자가 23명, 여자가 14명이었고, 평균 연령은 51.3세였다. 결 과: 진단시 무증상인 경우가 7명이었고, 증상이 있는 경우가 30명이었으며, 빈도는 흉통(53%), 호흡곤란(23%), 기침(17%) 순이었다. 5명(17%)에서 중증근무력증이 동반되었다. 진단 당시 병기는 stage I (8%), stage II (28%), stage III (32%), stage IVA (16%), stage IVB (16%)의 순으로, stage III 이상인 경우가 64%를 차지하였다. 조직학적 분류의 빈도는 type B1 (32%), C (23%), B3 (20%), B2 (16%), AB (6%), A (3%) 순이었다. 치료를 받은 31명의 환자 중 24명의 환자가 흉선절제술을 시행받았으며, 5명은 항암화학요법 단독치료, 2명은 항암화학요법과 방사선치료를 병행하였다. 흉선절제술을 시행한 24명의 환자 중 4명에서 흉선 상피 종양이 재발하였으며, stage III 및 type B3인 경우가 많았다. 또한 추적관찰 기간 동안 5명의 환자가 사망하였으며, stage IV 및 type B3, C인 경우가 많았다. 결 론: 흉선 상피 종양은 진단시 stage III 이상 또는 조직학적 분류상 type B, C가 많았고 이러한 경우 재발 및 전이의 위험이 높아 불량한 예후와 연관이 있는 것으로 생각된다.

• 지능정보연구
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• 제18권3호
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• pp.171-183
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• 2012

세계가 급변하고 시시각각 발전하는 기술 속에서 전시 산업은 국가와 기업의 중요한 홍보 수단으로 부각되고 있다. 특히, 전시회에 참여하는 참여업체는 상품 또는 서비스를 전시하고 메시지를 전달하기 위해 마련된 개별 전시공간을 통해 기업들과 소비자들에게 단기간에 신제품과 신기술에 대한 정보를 제공할 수 있으며 국내외 시장의 욕구와 추세변화 및 경쟁업체들에 대한 정보를 파악할 수 있다. 참여업체들은 이러한 참가 목적의 달성을 위해 다양한 프로모션을 계획하고 실행하며 프로모션 정보를 참관객에게 실시간으로 제공할 수 있는 스마트 전시 환경의 구축은 이전보다 다양한 프로모션 기법의 적용 및 실행을 가능하게 하였다. 하지만, 이러한 스마트 전시 환경의 발전에도 불구하고 현재 실행되고 있는 프로모션은 참관객의 욕구나 목표에 대한 이해가 부족한 상태에서 무차별적인 매스마케팅 형태로 진행되어 그 본래의 목적을 상실하고 있다. 따라서, 본 연구에서는 참여업체의 차별화된 프로모션의 계획과 실행을 위해 기존에 널리 사용되는 마케팅 기법인 STP 전략의 프로세스를 도입하여 스마트 전시 환경에서 프로모션에 적합한 참관객을 자동적으로 선정하여 프로모션 정보를 제공하는 시스템을 제안하였다. 특히, 본 연구에서는 다음과 같은 스마트 전시회의 특성을 고려한다. 먼저, 전시회는 전시업체가 관람객과 상호작용하기 위해 모인 일시적이고 시간에 민감한 시장이다. 따라서, 불충분한 기존 참관객의 정보를 이용하는 것이 아닌 신규 참관객 분석의 관점에서 서비스를 제공할 수 있어야 한다. 두 번째로, 스마트 전시 환경에서는 참관객의 정보를 실시간으로 획득할 수 있다는 장점이 있는 반면에 데이터의 분석 및 서비스의 제공이 실시간으로 이루어져야 한다. 마지막으로, 참관객이 스마트 전시 환경에서 만들어 내는 데이터를 활용하는 기법이 필요하다. 스마트 전시 환경에서는 유용한 데이터를 실시간으로 획득할 수 있어 참관객이 전시회 내에서 하는 활동을 분석하는 행위적 세분화에 근거한 접근방식이 필요하다. 이러한 특성을 고려하여 본 연구에서는 제안한 시스템을 실제 전시회에 파일럿 시스템 형태로 적용하여 참관객을 실시간으로 분류 및 분석하고 각 메시지에 대한 성과를 측정하는 실험을 진행하였다. 그 결과, 전시 참관객의 행동 패턴을 4가지로 분류하여 각 군집별 특성을 프로모션 메시지의 성과로 측정하여 그에 적합한 프로모션 전략을 도출하였다. 이러한 프로모션 전략은 실제 전시 참여업체의 프로모션 기획 및 실행에 중요한 전략적 도구로 사용되어 프로모션 성과를 높일 수 있을 것으로 기대된다.