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대한민국 정권별 아동복지정책 관련 뉴스 기사 분석: K-평균 군집 분석

Analysis of News Articles on Child Welfare Policies in South Korea: K-Means Clustering

  • 김은주 (국립강릉원주대학교 간호학과) ;
  • 김성광 (국립강릉원주대학교 간호학과) ;
  • 박빛나 (국립강릉원주대학교 간호학과)
  • Kim, Eun Joo (Department of Nursing, Gangneung-Wonju National University) ;
  • Kim, Seong Kwang (Department of Nursing, Gangneung-Wonju National University) ;
  • Park, Bit Na (Department of Nursing, Gangneung-Wonju National University)
  • 투고 : 2023.09.01
  • 심사 : 2023.11.16
  • 발행 : 2023.11.30

초록

Purpose: The purpose of this study is to analyze changes of child welfare policies and provide insights based on the collection and classification of newspaper articles. Methods: Articles related to child welfare policies were collected from 1990, during the Kim, Young-sam administration, to May 9, 2022, under the Moon, Jae-in administration. K-Means clustering and keyword Term Frequency-Inverse Document Frequency analysis were utilized to cluster and analyze newspaper articles with similar themes. Results: The administrations of Kim, Young-sam, Kim, Dae-jung, Roh, Moo-hyun, and Park, Geun-hye were classified into two clusters, and the Lee, Myung-bak and Moon, Jae-in administrations were classified into three clusters. Conclusion: South Korea's child welfare policies have focused on ensuring the safety and healthy development of children through diverse policies initiatives over the years. However, challenges related to child protection and child abuse persist. This requires additional resources and budget allocation. It is important to establish a comprehensive support system for children and families, including comprehensive nursing support.

키워드

과제정보

이 논문은 2021년도 정부의 재원으로 한국연구재단의 지원을 받아 수행된 기초연구사업임(No. 2021R1A2C1095530).

참고문헌

  1. National Center for the Rights of the Child. Support for the implementation of the UN convention on the rights of the child [Internet]. Seoul: NCRC; 2023 [cited 2023 May 16]. Available from: https://ncrc.or.kr/ncrc/cm/cntnts/cntntsView.do?mi=1036&cntntsId=1148 
  2. Encyclopedia of Korean Culture. Child welfare programs [Internet]. Seongnam: Encyclopedia of Korean Culture; 2023 [cited 2023 Jan 12]. Available from: https://encykorea.aks.ac.kr/Article/E0034245 
  3. Park SK. Roles of responsibilities of communities in promoting healthy development in children. Health and Welfare Policy Forum. 2020;5:43-57. https://doi.org/10.23062/2020.05.5 
  4. Bozzini AB, Bauer A, Maruyama J, Simoes R, Matijasevich A. Factors associated with risk behaviors in adolescence: A systematic review. Brazilian Journal of Psychiatry. 2020;43;210-21. https://doi.org/10.1590/1516-4446-2019-0835 
  5. OECD. Infant mortality rates (indicator) [Internet]. Paris: OECD; 2023 [cited 2023 June 22]. Available from: https://data.oecd.org/healthstat/infantmortality-rates.htm 
  6. OECD. Population (indicator) [Internet]. Paris: OECD; 2023 [cited 2023 June 22]. Available from: https://data.oecd.org/pop/population.htm 
  7. Statistics Korea. Children and youth well-being in Korea 2022 [Internet]. Dajeon: Statistics Korea; 2023 [cited 2023 June 22]. Available from: https://kostat.go.kr/board.es?mid=a90101010200&bid=11887&tag=&act=view&list_no=422754&ref_bid= 
  8. Yang JH. A study on integrated analysis of child welfare policy in Korea. The Korean Journal Child Education. 2014;23(3):365-84. 
  9. Chung IJ. Evaluation of Roh Moo-hyun government's child policy and future tasks of the next government. Korean Association of Social Policy. 2007;14(2):282-313. https://doi.org/10.17000/kspr.14.2.200801.280 
  10. Tchoe B. The past and future of Korea's social welfare policy. Journal of Budget and Policy. 2014;3(1):89-129. https://doi.org/10.35525/nabo.2014.3.1.003 
  11. So JS. Urgent need for introducing birth notification system to ensure children's rights [Internet]. Seoul: Baby News; 2023 [cited 2023 May 3]. Available from https://www.ibabynews.com/news/articleView.html?idxno=109651 
  12. Rye JH. Policy considerations for the continuity and integration of child and adolescent protection services. Health and Social Welfare Review. 2021;6:7-21. https://doi.org/10.23062/2021.06.2 
  13. Chung IJ, Lee SJ, Kang HJ. Changes in children's everyday life and emotional conditions due to the COVID-19 pandemic. Journal of the Korean Society of Child Welfare. 2020;69(4):59-90. https://doi.org/10.24300/jkscw.2020.12.69.4.59 
  14. Cho YH, Chung Y. Child abuse recognition and related factors among Korean nursing students. Journal of Agricultural Medicine and Community Health. 2013;38(2):85-96. https://doi.org/10.5393/JAMCH.2013.38.2.085 
  15. Kim YH, Lee NY, Yoon EY. A survey on perception of child abuse among nurses in a general hospital. Journal of the Korean Society of Maternal and Child Health. 2006;10(2):189-97. 
  16. Kim EJ, Kim HR. The relationship between parent's parenting attitudes and the recognition of child rights and child abuse among nursing students. Journal of the Korea Academia-Industrial cooperation Society. 2023;24(4):319-27. https://doi.org/10.5762/KAIS.2023.24.4.319 
  17. Hernandez VR, Montana S, Clarke K. Child health inequality: Framing a social work response. Health and Social Work. 2010;35(4):291-301. https://doi.org/10.1093/hsw/35.4.291 
  18. Nam SY, Lee NY. A case study on the child-friendly city. Policy report. Suwon: Gyeonggi-do Women and Family Foundation, 2016 December. Report No: 2016-32. 
  19. Yoon Y, Kim SK, Kim HK, Kim EJ, Jeong YE. Comparison of topics related to nurse on the internet portals and social media before and during the COVID-19 era using topic modeling. The Journal of Muscle and Joint Health. 2020;27(3):255-67. https://doi.org/10.5953/JMJH.2020.27.3.255 
  20. Kodinariya TM, Makwana PR. Review on determining number of cluster in K-means clustering. International Journal. 2013;1(6):90-5. 
  21. Sinaga KP, Yang MS. Unsupervised K-means clustering algorithm. IEEE Access. 2020;8:80716-27. https://doi.org/10.1109/ACCESS.2020.2988796 
  22. Blei DM, Ng AY, Jordan MI. Latent dirichlet allocation. Journal of Machine Learning Research. 2003;3:993-1022. 
  23. Song H, Yang J. Online news portal service and changes in news distribution. Asian Communication Research. 2017;61(4):74-109. https://doi.org/10.20879/kjjcs.2017.61.4.003 
  24. Son SJ, Park HY, Jeong JH. A study on improving psychological and emotional support for children and adolescents in the COVID-19 social disaster situation. Children's Light. 2021;10:1-117. 
  25. Ministry of Culture, Sports and Tourism. Republic of Korea. Creating a happy nation for children. announcement of inclusive country child policy [Internet]. Sejong: Ministry of Culture, Sports and Tourism. Republic of Korea; 2023 [cited 2023 April 19]. Available from: https://www.korea.kr/news/policyNewsView.do?newsId=148861072 
  26. Kim DH, Lee JH, Jang HJ. Key issues and future challenges of parenting policies based on big data. Research Report. Seoul: Korea Institute of Child Care and Education. 2021 December. Report No: BR2101. 
  27. Rye JH. Child maltreatment and improvement direction for child protection system. Health and Social Welfare Review. 2017;247:5-23. http://dx.doi.org/10.23062/2017.05.2 
  28. Oh S, Kang H. Analysis of news on child abuse based on the major policy changes: using text mining. Korean Society of Child Welfare. 2021;70(3):1-31. https://doi.org/10.24300/jkscw.2021.09.70.3.1 
  29. Ahn S, Oh U, Lee SJ, Lee Y. The 2022 Prospects and issues for social service policy. Health and Social Welfare Review. 2022;1:56-72. https://doi.org/10.23062/2022.01.5 
  30. Lee T. The operation status of the public child protection system in cities, counties, and districts: Focusing on Eunpyeong-gu, Seoul. Children's Light. 2021;116:80-96.