[논문]텍스트 마이닝 분석을 통한 노인학대 관련 연구 동향 분석 : 2004년~2021년까지 발행된 국내 학술논문을 중심으로

윤기혁

doi:10.20465/kiots.2022.8.4.025

[국내논문] 텍스트 마이닝 분석을 통한 노인학대 관련 연구 동향 분석 : 2004년~2021년까지 발행된 국내 학술논문을 중심으로
Analysis of Research Trends in Elder Abuse Using Text Mining : Academic Papers from 2004 to 2021. 원문보기

사물인터넷융복합논문지 = Journal of internet of things and convergence, v.8 no.4, 2022년, pp.25 - 40

윤기혁 (동명대학교 사회복지학과)

초록
AI-Helper

본 연구는 초고령화사회 진입을 목전에 두고 있는 우리나라에서 지속적으로 증가하고 있는 노인학대 학술 연구 동향을 파악하기 위해서 텍스트 마이닝 기법을 활용하였다. 분석 자료는 노인보호전문기관이 설립된 2004년부터 2021년까지 18년간 국내 전문학술지에 게재된 노인학대 관련 학술논문의 제목, 주제어, 초록을 텍스트로 전환하고, 분석 시기는 3개 구간으로 세분화 하여 논문의 패턴 및 전체 데이터 속에 의미를 파악하였다. 연구 결과를 요약하면 다음과 같다. 첫째, 본 연구에서 총 249편의 논문이 선정되었고(1구간은 81편, 2구간 64편, 3구간은 104편이 논문이 각각 선정). 연 평균 13.8편으로 2014년 이후 꾸준히 증가 후 2020년부터 연 평균이하로 감소하고 있다. 둘째 노인학대 텍스트 마이닝 결과 i) 상위 주요 키워드인 단어 빈도분석 결과 모든 구간(2004년~2021년)에 공통적으로 나타난 키워드는 노인학대, 노인, 영향, 요인, 인식, 가족, 사회, 방안, 경험, 학대피해노인, 학대예방, 우울 등이다. ii) TF-IDF 분석 결과 모든 구간에 공통적으로 출현한 키워드는 영향, 인식, 사회, 방안, 학대예방, 경험, 우울 등으로 나타났고, iii) 연결중심성 분석 결과 전 구간에 공통적으로 출현한 키워드는 노인학대, 노인, 영향, 요인, 특성, 인식, 가족, 방안, 사회, 학대예방, 경험 등이다. 셋째, CONCOR 분석 결과 1구간은 5개의 군집으로, 2구간은 7개의 군집으로, 3구간은 6개의 군집으로 각각 나타났다. 상기의 분석 결과 등을 바탕으로 노인학대 학술 연구의 동향을 살펴보았고, 이를 바탕으로 향후 노인학대 학술 연구를 위한 다양한 제언을 제시하였다.

Abstract ▼ AI-Helper

This study aimed to understand the increasing number of elder abuses in South Korea, where entry into the super-aged society is imminent, by implementing text mining analysis. Korean Academic journals were obtained from 2004, the establishment year of the senior care agency, to 2021. We performed natural language processing of the titles, keywords, and abstracts and divided them into three segments of periods to identify latent meanings in the data. The results illustrated that the first section included 81 papers, the second 64, and the third 104 respectively, averaging 13.8 annually, which increased its numbers from 2014 until the decrease below the annual average in 2020. Word frequency demonstrated that the common keywords of the entire segments were 'elder abuse,' 'elders,' 'influences,' 'factors,' 'recognition,' 'family,' 'society,' 'prevention plans,' 'experiences,' 'abused elders,' 'abuse prevention,' 'depression,' etc., in consecutive order. TF-IDF indicated that 'influences,' 'recognition,' 'society,' 'prevention plans,' 'abuse prevention,' 'experiences,' 'depression,' etc., were the common keywords of all divisions. Network text analysis displayed that the commonly represented keywords were 'elder abuse,' 'elders,' 'influences,' 'factors,' 'characteristics,' 'recognition,' 'family,' 'prevention plans,' 'society,' 'abuse prevention,' and 'experiences' in the entire sections. concor analysis presented that the first segment consisted of 5 groups, the second 7, and the third 6. We suggest future directions for elder abuse research based on the results.

Keyword

표/그림 (10)

그림 [Fig. 1] word cloud
표 Frequency to Rank 30 of Keyword
표 TF-IDF to Rank 30 of Keyword
표 Degree Centrality to Rank 30 of Keyword
그림 [Fig. 2] 1 section - CONCOR Analysis
그림 [Fig. 3] 2 section - CONCOR Analysis
표 1 section - CONCOR Analysis
표 2 section - CONCOR Analysis
그림 [Fig. 4] 3 section - CONCOR Analysis
표 3 section - CONCOR Analysis

참고문헌 (59)

Ministry of Health and Welfare, "2021 Elder Abuse Status Report Guidebook," 2022
K.H.Youn and S.J.Lee, "An Analysis on Media Trends in Public Agency for Social Service Applying Text Mining," Social Welfare Policy, Vol.44, No.2, pp.179-209, 2017.

상세보기
S.J.Kim, "A Study on the Trends of Elder Abuse Research in Korea," Journal of Welfare for the correction, Vol.50, pp.1-31, 2017.
K.H.Youn, "Analysis of Elderly Abuse Research Trends through Big Data Analysis: Focusing on Text Mining Techniques," 2022 Spring Conference of Korean Society of Gerontological Social Welfare, 2022.
M.S.Kim, C.H.Koo and B.D.Sohn, "A Study on the Effectiveness of Educational Welfare Priority Support Program through Text Mining," Korean Journal of Youth Studies, Vol.26, No.2, pp.313-332, 2019.

상세보기
S.G.Kim, H.J.Cho and J.Y.Kang, "The Status of Using Text Mining in Academic Research and Analysis Methods" The Journal of Information Technology and Architecture, Vol.13, No.2, pp.317-329, 2016.
H.J.Lee and K.H.Youn, "The Analysis of Research Trends in Social Service Quality Using Text Mining and Topic Modeling," Journal of Internet of Things and Convergence, Vol.8, No.3, pp.29-40, 2022.
E.G.Park and S.H.Park, "A Study on Occupational Therapy research Trends by Dementia using Big Data Analysis: Text-mining Technology" The Journal of Korea Aging Friendly Industry Association, Vol.9, No.2, pp.15-24, 2017.
Y.D.Jo and K.H.Youn, "A comparative study on the laws relates to elderly abuse prevention of Japan and Korea," Journal of Japanese Culture, Vol.69, pp.333-362, 2016.
D.H.Han and J.O.Kim, "Review of Elder Abuse," Family and Environment Research, Vol.32, No.4, pp.45-56, 1994.
H.G.Kim and Bernard E . Blakely "Elder Mistreatment and Its Research Trends," The Journal of the Humanities, Vol.15, No.2, pp.209-227, 1994.
Y.S.Park and Y.S.Jo, "A Study on the Analysis of Actual Condition and the Countermeasures of Elder Abuse - Based on Case of Seoul City ," Korean Police Studies Review, Vol.13, No.3, pp.109-136, 2014.
H.M.Lee and M.G.Cho, "A Comparative Study on the Elder Abuse and Intervention Process," Japanese Cultural Studies, Vol.64, pp.247-269, 2017.
I.K.Seo and M.S.Ko, "Effects of the Elderly's Abuse Experiences on Their Suicidal Ideation & Mediation Effects of Stress, Depression and Social Supports," Health and Social Welfare Review, Vol.31, No.1, pp.127-157, 2011.

상세보기
C.S.Jin, "How the Ageism Influenced on Elder Abuse and the Mediating Effects of Counselling from Public Organizations :Focusing on Care Helpers Working at Elderly Long-term Care Institutions," The Journal of the Korea Contents Association, Vol.15, No.10, pp.193-204, 2015.

원문보기 상세보기
C.U.Oh and H.K.Kang "A Study on Visiting Caregiver's Perception of Elder Abuse," Journal of Korea Academia-Industrial cooperation Society, Vol.17, No.4, pp.638-645, 2016.

원문보기 상세보기
S.I.Hong and H.I.Sim, "The Effects of Awareness of Abuse on Its Responses among Community Older Adults in Social Welfare Agencies," Journal of Korean Public Police and Security Studies, Vol.18, No.3, pp.259-281, 2021.
D.H.Yoon and S.B.Cho, "Types of Elder Abuse and Machoism : Tourism Factors of Social-Welfare," Korean Journal of Hospitality and Tourism, Vol.25, No.3, pp.189-203, 2016.
H.J.Lee and HJ.Kim, "An exploratory study of financial abuse among older adults," Journal of the Korea Gerontological Society, Vol.41, No.3, pp.327-351, 2021.

상세보기
J.H.Jeong and J.S.Kim, "The Effect of Abuse Experience and Coping Styles on Suicidal Ideation in the Elderly," Journal of Korean Academy of Community Health Nursing, Vol.26, No.1, pp.42-51, 2015.
Y.S.Song, HJ.Yang and M.J.Lee, "An Exploratory Study on the Problems of the Inter-Agency Networking in the Intervention of Elder Mistreatment Cases," Journal of community welfare, Vol.77, pp.223-254, 2021.
Y.P.Moon and J.Y.Lee, "A Comparative Study on Policies against Elder Abuse in the Long-Term Care Facilities :Focused on 4 EU countries," Social Welfare Policy, Vol.44, No.2, pp.261-293, 2017.

상세보기
S.W.Park, "Countermeasures Against Elder Abuse Crimes in an Aging Society," Journal of Welfare for the correction, Vol.75, pp.23-56, 2021.
Y.M.Choi and J.S.Yoon, "Using Latent Class Analysis to Classify Types of Korean Elder Abuse Perpetrators," Korean Journal of Forensic Psychology, Vol.10, No.2, pp.129-148, 2019.
D.W.Kang, "Measures to Provide Efficient Services to Elder Abusers," KOOKMIN LAW REVIEW, Vol.69, pp.45-84, 2021.
H.T.Chae and Y.C.Baek, "A Study on Justification of the Laws related to Elder abuse to strengthen their Constitutional right to Social security," World Constitutional Law Review, Vol.17, No.2, pp.133-155, 2011.
N.W.Park, "A Study on the Revision of the Welfare of Senior Citizens Act on Elder Abuse," Journal of Social Security Law, Vol.44, pp.417-451, 2021.
K.J.Kwon, "The Study on Mandatory Reporting of Elder Abuse," Social Work Practice & Research, Vol.12, No.1, pp.39-64, 2015.
D.W.Kang, "A Study on the Actual Condition of Elder Abuse Report and Ways to Activate It," KOOKMIN LAW REVIEW, Vol.31, No.2, pp.321-357, 2018.

상세보기
Y.S.Lee, "In Relation to the Old Man's Experience of Abuse and the Thought of Suicide, Analysis of the Mediated Effects of Depression," The Journal of Humanities and Social science , Vol.10, No.3, pp.845-760, 2019.
M.K.Park, "Effects of Depression, Experience of Ageism or Abuse of the Elderly People Living Alone and Living Together on Suicidal Ideation," Journal of Welfare for the correction, Vol.67, pp.111-141, 2020.
N.Matsumoto, "The Method and Subjects of Research about Preventing Elder Abuse in the Institutional Settings; Review the Past Research and Classifying the Items," Kanto journal of social welfare, Vol.13, pp.17-29, 2014.
Q.Yi, J.Honda and N.Hohashi, "Elder Abuse in Japan: A Literature Review Based on the Concentric Sphere Family Environment Theory," Jpn J Res Fam Nurs., Vol.21(2), pp.132-1 44, 2016.
N.Yamashita and A.Nakazawa, "Analysis of Research Trends on Elder Abuse and Future Issues," Wayo Women's University Bulletin. Vol.60, pp.153-16. 2019.
J.E.Choi, "Keyword Network Analysis of Trends in Research on Young Children's Play," The Journal of Learner-Centered Curriculum and Instruction, Vol.19, No.14, pp.605-626, 2019.

상세보기
M.S.JO, S.H.Baek, E.J.Park and S.H.Park, "Occupational Therapy in Long-Term Care Insurance For the Elderly Using Text Mining," The Journal of Occupational Therapy for the Aged and Dementia, Vol.12, No.2, pp.67-74, 2018.
A.R.Kim, T.K.Lee, I.J.Jeong and H.Y.Park, "Study on the Research Trend of Overseas Elderly Occupational Therapy Using Text Mining," Therapeutic Science for Rehabilitation, Vol.10, No.1, pp.7-17, 2021.

원문보기 상세보기
H.W.Lim and J.H.Hwang "Domestic Research Trends on Welfare Housing for the Elderly Using Text-Mining and Topic Modeling," KOREAN INSTITUTE OF INTERIOR DESIGN JOURNAL, Vol.31, No.1, pp.97-104, 2022.

상세보기
K.E.Lee and D.H.Kim, "The Study on the Awareness of Child Abuse by Using Big Data," The Journal of Humanities and Social science, Vol.9, No.3, pp.367-381, 2018.
S.H.OH and H.A.Kang, "Analysis of News on Child Abuse based on the Major Policy Changes: Using Text Mining," Journal of the Korean society of child welfare, Vol.70, No.3, pp.1-31, 2021.

상세보기
Y.J.Park and S.J.Jeong, "A Study on Social Issues on Child Abuse and Children's Human Rights: Focusing on Big Data Analysis," The Journal of Humanities and Social science, Vol.13, No.1, pp.57-70, 2022.
C.Amrit, T.Paauw, R.Aly, and M.Lavric, "Using text mining and machine learning for detection of child abuse," arXiv preprint arXiv:1611.03660. 2016.
B.E.Perron, B.G.Victor, G.Bushman, A.Moore, J.P.Ryan, A.J.Lu, and E.K.Piellusch, "Detecting substance-related problems in narrative investigation summaries of child abuse and neglect using text mining and machine learning," Child Abuse & Neglect, Vol.98, 104180, 2019 doi:10.1016/j.chiabu.2019.104180

상세보기
A.Withall, G.Karystianis, D.Duncan, Y.I.Hwang, A.H.Kidane, and T.Butler, "Domestic violence in residential care facilities in New South Wales, Australia: a text mining study," The Gerontologist, Vol.62, pp.2, 223-231. 2022.

상세보기
H.K.Park and K.H.Youn, "An Analysis on Media Trends in Public Agency for Social Service Applying Text Mining," Journal of Internet of Things and Convergence, Vol.8, No.2, pp.41-48, 2022.
S.S.Lee, "A Content Analysis of Journal Articles Using the Language Network Analysis Methods," Journal of the Korean Society for Information Management, Vol.31, No.4, pp.49-68, 2014.

원문보기 상세보기
S.H.Lee and H.S.Kim, "A Study on Activation Plan of Youth Hostel Using Text Mining Technique : Focusing on Busan Youth Hostel ARPINA," The Journal of Industrial Innovation, Vol.34, No.2, pp.267-288, 2018.
M.W.Kim and G.Y.Kang, "The Effects of the Group Activity Program using Picture Books having on Self-esteem, Depression and Suicidal Ideation of the Abused Elderly," Journal of Wellness, Vol.10, No.3, pp.73-83, 2019.
M.Y.Sim, Park and H.S.Park, "The Effects of the Elder Abuse experience on mental health," Journal of The Korea Society of Computer and Information, Vol.19, No.3, pp.119-126, 2014.

원문보기 상세보기
S.J.Seo and Y.J.Yang, "A Biographical Study on the Lives of Women who had Experiences with the Shelters for the abused Elderly," THE JOURNAL OF HUMAN STUDIES, Vol.55, pp.97-129, 2021.
M.J.Lee and K.U.Jang, "Comparison between Repeatedly Received and New Cases of Elder Abuse at Elder Protective Service Agencies," Health and Social Welfare Review, Vol.36, No.4, pp.221-255, 2016.

상세보기
B.J.Jeon, "Mediating Effects of Burnout on the Relationship between CCTV Perception and Abusive Behavior of Care Workers in Nursing Homes for the Elderly," The Journal of Police Policies, Vol.31, No.2, pp.101-140, 2017.
K.H.Youn, "Analysis of Precedents Related to Elderly Abuse in Elderly Care Facilities in South Korea," Social Welfare Policy, Vol.44, No.3, pp.247-281, 2017.

상세보기
B.J.Jeon and G.H.Kim, "Analysis of Precedents Related to Child Abuse Cases in Child Care Centers and Its Implications," The Journal of the Korea Contents Association, Vol.17, No.4, pp.209-218, 2017.

원문보기 상세보기
K.H.Youn, "Trend analysis of fraudulent claims by long term care institutions for the elderly using text mining and BIGKinds," Journal of Internet of Things and Convergence, Vol.8, No.2, pp.13-24, 2022.
D.Green, "Risk and Social Work Practice", Australian Social Work, Vol.60, No.4, pp.395-409, 2007,

상세보기
K.I.Park and K.H.Youn, "A Case Study of the Establishment and Practices for Risk Management System in Korean Elderly Care Facilities," Journal of Korean social welfare administration, Vol.16, No.3, pp.181-208, 2014.
K.J.Kwon, S.Y.Lee and T.J.Park, "Analysis on Elder Abuse of the Korea Elderly Long-term Care Hospital," Journal of Korea Academia-Industrial cooperation Society, Vol.17, No.1, pp.553-560, 2016.

원문보기 상세보기
S.H.Lim and H.S.Song, "Relationship among Knowledge toward Elderly, Awareness of Elder Abuse and Job Satisfaction by Caregivers in Geriatric Hospitals," Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology, Vol.9, No.11, pp.733-742, 2019.

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