[논문]MEDLINE 검색을 통한 산업안전보건 분야에서의 인간공학 연구동향 : 워드임베딩을 활용한 초록 단어 모델링을 중심으로

김준희; 황의재; 안선희; 곽경태; 정성훈

doi:10.14346/jkosos.2021.36.5.61

MEDLINE 검색을 통한 산업안전보건 분야에서의 인간공학 연구동향 : 워드임베딩을 활용한 초록 단어 모델링을 중심으로
Research Trends of Ergonomics in Occupational Safety and Health through MEDLINE Search: Focus on Abstract Word Modeling using Word Embedding 원문보기

한국안전학회지 = Journal of the Korean Society of Safety, v.36 no.5, 2021년, pp.61 - 70

김준희 (코리아테크 R&D) , 황의재 (연세대학교 물리치료학과) , 안선희 (코리아테크 R&D) , 곽경태 (쿠팡 EHS) , 정성훈 (연세대학교 물리치료학과)

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This study aimed to analyze the research trends of the abstract data of ergonomic studies registered in MEDLINE, a medical bibliographic database, using word embedding. Medical-related ergonomic studies mainly focus on work-related musculoskeletal disorders, and there are no studies on the analysis of words as data using natural language processing techniques, such as word embedding. In this study, the abstract data of ergonomic studies were extracted with a program written with selenium and BeutifulSoup modules using python. The word embedding of the abstract data was performed using the word2vec model, after which the data found in the abstract were vectorized. The vectorized data were visualized in two dimensions using t-Distributed Stochastic Neighbor Embedding (t-SNE). The word "ergonomics" and ten of the most frequently used words in the abstract were selected as keywords. The results revealed that the most frequently used words in the abstract of ergonomics studies include "use", "work", and "task". In addition, the t-SNE technique revealed that words, such as "workplace", "design", and "engineering," exhibited the highest relevance to ergonomics. The keywords observed in the abstract of ergonomic studies using t-SNE were classified into four groups. Ergonomics studies registered with MEDLINE have investigated the risk factors associated with workers performing an operation or task using tools, and in this study, ergonomics studies were identified by the relationship between keywords using word embedding. The results of this study will provide useful and diverse insights on future research direction on ergonomic studies.

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표/그림 (7)

그림 Fig. 1. Flowchart of the study.
그림 Fig. 2. Number of studies in 10 years.
그림 Fig. 3. Number of studies per year within the last 11 years.
표 Table 1. 10 top keywords and frequency
표 Table 2. Word2vec results of 11 keywords
그림 Fig. 3. t-SNE 2D visualization of 11 keywords.
표 Table 3. Distance of 11 keywords in t-SNE

참고문헌 (28)

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