• 한국도서관정보학회지
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• 제52권1호
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• pp.155-178
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• 2021

4차산업혁명 시대에서 공공도서관은 인공지능과 같은 외부 환경 변화에 능동적으로 대응하기 위하여 도서관 지능형서비스 추진 전략이 필요하다. 따라서 본 연구에서는 인공지능의 개념과 국내외 인공지능 관련 동향 및 정책, 사례 등의 분석 내용을 기반으로 도서관에서의 향후 인공지능 서비스 도입 및 발전 방향성에 대해 제안하였다. 현재 도서관에서는 딥러닝, 자연어처리 등 인공지능 기술 도입을 통해 자동으로 답변을 제공하는 참고정보서비스를 운영하며, 빅데이터 기반 AI 도서 추천 및 자동 도서 점검 시스템을 개발하여 업무 활용도를 높이고, 이용자 맞춤형 서비스를 제공하고 있다. 기업 및 산업 분야에서는 국내외를 막론하고, 사용자 개인 맞춤형 등을 기반으로 한 기술을 개발하여 서비스하고 있으며, 딥러닝을 사용하여 정보를 스스로 학습하여 최적의 결과를 제공하는 식의 형태로 개발하고 있다. 이에 따라 향후 도서관에서 인공지능을 활용하여, 이용자의 이용 기록을 기반으로 한 개인 맞춤형 도서 추천, 독서·문화 프로그램 추천, 도서 택배 서비스 시 자율주행 드론·자동차 등 운송수단을 통한 실시간 배송 서비스 도입 등 다양한 서비스 개발을 도모해야 한다.

• 환경영향평가
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• 제30권2호
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• pp.89-104
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• 2021

본 연구는 최근 국립공원을 찾는 사람들이 많아짐에 따라 국립공원 관리의 정책 방향을 검토·결정하는데 필요한 국립공원 이용·보전 관리에 대한 시민의 여론을 확인하고자 진행하였다. 지금까지 국립공원 이용 및 인식과 관련한 설문 조사, 빅데이터 분석 등이 수행됐으나 공원 관리의 쟁점 사항 및 이용에 관한 조사 문항 등이 부족하며 조사 대상이 탐방객으로 국한되는 등의 한계가 있었다. 따라서 시민들의 국립공원 이용과 현재 운영되고 있는 제도에 대한 인식을 확인하기 위해 일반 시민을 대상으로 설문 조사를 진행하였다. 연구결과 탐방객을 상대로 진행된 선행연구들과는 달리 일반 시민들은 고지대 탐방보다는 저지대 탐방을 선호하는 결과가 나타났다. 또한 국립공원에서는 산정부 탐방 금지 정책에 대해 일반 시민들은 현재의 정책을 유지하거나 탐방예약제를 소폭 도입하는 것을 선호하는 것으로 나타났다. 그리고 탐방예약제를 이용해본 시민들의 비율도 매우 적은 것으로 나타났다. 도출된 결과를 바탕으로 탐방객과 일반 시민의 차이점을 고찰하고 공원 관리 원칙과 방향성의 변화, 국민의식과 탐방형태의 변화에 따른 정책여건을 전망하였다.

• 한국환경복원기술학회지
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• 제24권6호
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• pp.1-13
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• 2021

This study was performed to investigate the ecosystem service patterns in relation to climate change acceleration utilizing big data analysis. This study aimed to use big data analysis as one of the network of views to identify convergent thinking in two fields: climate change and ecosystem service. The keywords were analysed to ascertain if there were any differences in the perceiving problems, policy direction, climate change implications, and regional differences. In addition, we examined the research keywords of each continent, the centre of ecosystem service research, and the topics to be referred to in domestic research. The results of the analysis are as follows: First, the keyword centrality of climate change is similar to the detailed indicators of The Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services (IPBES) regulations, content, and non-material ecosystem services. Second, the cross-analysis of terms in two journals showed a difference in value-oriented point; the Ecosystem Service Journal identified green infrastructure as having economic value, whereas the Climate Change Journal perceives water, forest, carbon, and biodiversity as management topics. The Climate Change Journal, but not the former, focuses on future predictions. Third, the analysis of the research topics according to continents showed that water and soil are closely related to the economy, and thus, play an important role in policy formulation. This disparity is due to differences in each continent's environmental characteristics, as well as economic and policy issues. This fact can be used to refer to the direction of research on ecosystem services in Korea. Consistent with the recent trend of expanding research regarding the impacts of climate change, it is necessary to study strategies to scientifically predict and respond to the negative effects of climate change.

• 대한한방부인과학회지
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• 제35권3호
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• pp.105-121
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• 2022

Objectives: It is a statistical analysis study to examine the results of CaPSPI (Diagnostic System for Climacteric and Postmenopausal Syndrome Pattern Identification), developed for objective defecation of climacteric and postmenopausal syndrome. Methods: Total 341 people's questionnaire responses were statistically analyzed. 275 people involved in developing CaPSPI 2018 (E) and 146 people involved in 2019-2020 study of research1,3). Results: The frequency of diagnosis for examination was the highest at liver depression, 93.8% for 320 times, the lowest at heartheat, 62.8% for 214 times. The frequency of treatment for examination was the highest at liver depression, 54.3% for 185 times, and the lowest at dual deficiency of heart-spleen, 16.7% for 57 times. The diagnosis ratio was the lowest at dual deficiency of heart-spleen, 19.72%, and the highest at liver depression, 57.81%. As a result of comparing these diagnoses with the Kupperman's index, all showed significant differences. As a result of comparing these disease elements, all showed significant differences. The correlation between diagnosis and dialectic elements was found to have similar results with the korean medical pathology, and in 7 dialectics except for heartheat, the treatment version was more severe or progressing to perjury than for examination. Conclusions: The CaPSPI shows the characteristics of korean medicine well, and it is needed to utilize the high correlative disease elements to upgrade the system.

• 한국산업보건학회지
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• 제32권3호
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• pp.268-278
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• 2022

Objectives: This study aimed to establish a control group based on the big data from National Health Insurance Service. We also presented presented the number of incidences for each cancer, and analyzed the cancer incidence rate among Korean workers. Methods: The cohort definition was separated by 'baseline cohort', 'dynamic cohort', and 'fixed- industry cohort' according to the definition. Cancer incidence was calculated based on the Korean Standard Classification of Disease code. Incidence rate was calculated among the group of all workers and public officials. Based on the study subjects and each cohort definition, the number of observations, incidences, and the incidence rate according to sex and age groups was calculated. The incidence rate was estimated based on the incidence per 100,000 person-year, and 95% confidence intervals calculated according to the Poisson distribution. Results: The result shows that the number of cancer cases in the all-worker group decreases after the age of 55, but the incidence rate tends to increase, which is attributed to the retirement of workers over 55 years old. Despite the specific characteristics of the workers, the trend and figures of cancer incidence revealed in this study are similar to those reported in previous studies of the overall South Korean population. When comparing the incidence rates of all workers and the control group of public officials, the incidence rate of public officials is generally observed to be higher in the age group under the age of 55. On the other hand, for workers aged 60 or older, the incidence rates were 1,065.4 per 100,000 person-year for all workers and 1,023.7 per 100,000 person-year for civil servants. Conclusions: This study analyzed through health insurance data including all workers in Korea, and analyzed the incidence of cancer of workers by sex and age. In addition, further in-depth researches are needed to determine the incidence of cancer by industry.

• 적정기술학회지
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• 제6권2호
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• pp.238-255
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• 2020

2019년말 발생한 COVID-19이 세계적 대유행으로 확산되면서, 선진국과 개발도상국을 가리지 않고 전세계의 의료 시스템을 동시에 무너뜨리는 초유의 사태로 나타나고 있다. 대부분의 시민 사회에서 개인의 보호장구의 부족, 클러스터가 된 지역사회의 격리, 진단과 치료에 필요한 의료시스템의 중단, 사회적 격리로 인한 교육 및 경제활동의 중단 등, 초연결 사회를 지향하던 시민사회가 경험해보지 못한 새로운 위기에 직면하고 있다. 효과적인 대응에 필수적인 개인 보호장비 (PPE), 제독 및 방역 도구, 신속하고 정밀한 대규모 진단, 환자 치료에 필요한 의료기기, 사회적 고립에서 활용될 수 있는 정보의 분석과 연결망 등은 선진국과 개발도상국을 가리지 않고 COVID-19 상황에서 필수적인 사회적 인프라임이 확인되고 있다. 본 Part 1에서는 최근 적정기술로 위기를 극복하기위한 개인보호장구와 개인 및 지역사회의 방역에 대한 사례, 그리고 ICT를 이용한 빅데이터 및 정보활용기술등을 적정기술의 테두리안에서 소개하고자 한다.

• 디지털융복합연구
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• 제19권5호
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• pp.187-196
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• 2021

교통약자는 우리 사회의 높은 비율을 차지하고 있는 대표적인 사회 취약계층이다. 최근 기술의 발달로 사회취약 계층을 위한 맞춤형 복지 기술이 연구되고 있으나, 일반인들과 비교하면 상대적으로 부족한 실정이다. 이에 본 연구에서는 교통약자를 위한 맞춤형 식당 추천시스템을 구현하고자 한다. 이를 위해 특별교통수단 승하차 이력(7,153건), 대구 푸드 식당 상세정보(955건)의 자료를 결합하여 하이브리드 추천시스템을 구현하였다. 구현된 추천시스템의 유효성 평가를 위해 예측 오차율, 추천 커버리지로 기존 추천시스템들과 성능 비교를 수행하여 유효성을 검증하였다. 분석 결과 기존 추천시스템보다 높은 성능으로 나타났으며, 교통약자를 위한 맞춤형 식당 추천시스템의 가능성을 확인하였다. 또한 일부 교통약자 유형에서 유사한 식당이 추천되는 상관성을 확인하였다. 본 연구결과는 교통약자들의 만족도 높은 식당 이용에 기여할 것으로 판단되며, 연구의 한계점 또한 제시하였다.

• 한방안이비인후피부과학회지
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• 제34권2호
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• pp.38-52
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• 2021

Objectives : The purpose of this study is to analyze the use of insured herbal extracts and Korean medicinal treatments, which are mainly used to treat allergic rhinitis in Korean medicine. Methods : Among all HIRA(Health Insurance Review and Assessment Service) claims data in 2016, we included all statements that included J30(vasomotor and allergic rhinitis) or a subcategory of J30(J30.0, J30.1, J30.2, J30.3, or J30.4) as the main disease, using the Korean Standard Classification of Diseases(KCD-7). This study analyzed the most frequently used insured herbal extracts and Korean medicinal treatments for allergic rhinitis in Korean medicine. We performed a frequency analysis on subgroups based on treatment type(inpatient or outpatient), sex, age, insurance type, and medical institution type. Results : The result shows the 10 most frequently used insured herbal extracts and Korean medicinal treatments for allergic rhinitis. The total number of insured herbal extracts prescriptions was 82,533, and the most commonly prescribed insured herbal extracts was socheongryong-tang(35,131 prescriptions), followed by hyeonggaeyeongyo-tang(18,157 prescriptions), samsoeum(6,257 prescriptions), and galgeun-tang(4,465 prescriptions). The total number of Korean medicinal treatments prescriptions was 1,878,541, of which the most common Korean medicinal treatments was acupuncture(922,977 prescriptions), followed by moxibustion(372,120 prescriptions), cupping(242,094 prescriptions), and segmental acupuncture(161,553 prescriptions). Conclusions : It is expected that the results of this study can be used as a basis for establishing the priorities of evidence-based clinical research topics in the field of Korean medicine and making health care policy decisions to strengthen coverage in the future.

• 대한소아치과학회지
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• 제48권2호
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• pp.129-139
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• 2021

이 연구의 목적은 치면열구전색의 급여화 이후 치면열구전색 처치를 받은 소아청소년 환자들의 성별, 나이, 보험종류, 지역, 의료기관 등의 특성을 알아보는 것이다. 건강보험심사평가원의 환자표본자료를 이용하였으며 2010년부터 2017년까지 총 8,454,636명의 환자의 정보를 얻을 수 있었고 이중 치면열구전색 처치가 포함된 환자는 114,680명이었다. 여자에서 남자보다 치면열구전색 처치를 받은 비율이 더 높았고, 5 - 9세 집단이 다른 연령에 비하여 가장 많은 치면열구전색 환자 및 진료 비율을 보였다. 보험의 경우 건강보험을 가진 경우가 의료급여에 해당하는 환자에 비해 치면열구전색 진료를 받은 비율이 높았고 진료기관은 치과의원, 치과병원, 보건소 순으로 나타났다. 지역별 비교에서는 경기도가 가장 많은 치면열구전색 환자를 보였으나, 환자 비율의 경우 전북이 가장 높게 나타났다.

• 농촌계획
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• 제27권4호
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• pp.13-24
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• 2021

This study used big data to analyze visitors' experiences in Fishing Experience Recreation Village. Through the portal site posting data for the past six years, the experience of visiting Fishing Experience Villages in Baekmi and Susan was analyzed. The analysis method used Text mining and Social Network Analysis which are Big data analysis techniques. Data was collected using Textom, and experience keywords were extracted by analyzing the frequency and importance of experience texts. Afterwards, the characteristics of the experience of visiting the Fishing Experience Village were identified through the analysis of the interaction between the experience keywords using 'U cinet 6.0' and 'NetDraw'. First, through TF and TF-IDF values, keywords such as "Gungpyeong Port", "Susan Port", and "Yacht Marina" that refer to the name of the port and the port facilities appeared at the top. This is interpreted as the name of the port has the greatest impact on the recognition of the Fishing Experience Villages, and visitors showed a lot of interest in the port facilities. Second, focusing on the unique elements of port facilities and fishing villages such as "mud flat experience", "fishing village experience", "Gungpyeong port", "Susan port", "yacht marina", and "beach" through the values of degree, closeness, and betweenness centrality interpreted as having an interaction with various experiences. Third, through the CONCOR analysis, it was confirmed that the visitor's experience was focused on the dynamic behavior, the experience program had the greatest influence on the experience of the visitor, and that the experience of the static and the dynamic behavior was relatively balanced. In conclusion, the experience of visitors in the Fishing Experience Villages is most affected by the environment of the fishing village such as the tidal flats and the coast and the fishing village experience program conducted at the fishing port facilities. In particular, it was found that fishing port facilities such as ports and marinas had a high influence on the awareness of the Fishing Experience Villages. Therefore, it is important to actively utilize the scenery and environment unique to fishing villages in order to revitalize the Fishing Experience Villages experience and improve the quality of the visitor experience. This study is significant in that it studied visitors' experiences in fishing village recreation villages using big data and derived the connection between fishing village and fishing village infrastructure in fishing village experience tourism.