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Abstract
Purpose
As comprehensive nursing care service has gradually expanded, it has become necessary to explore the various opinions about it. The purpose of this study is to explore the large amount of text data regarding comprehensive nursing care service extracted from online news and social media by applying a semantic network analysis.
Methods
The web pages of the Korean Nurses Association (KNA) News, major daily newspapers, and Twitter were crawled by searching the keyword ‘comprehensive nursing care service’ using Python. A morphological analysis was performed using KoNLPy. Nodes on a ‘comprehensive nursing care service’ cluster were selected, and frequency, edge weight, and degree centrality were calculated and visualized with Gephi for the semantic network.
Results
A total of 536 news pages and 464 tweets were analyzed. In the KNA News and major daily newspapers, ‘nursing workforce’ and ‘nursing service’ were highly rated in frequency, edge weight, and degree centrality. On Twitter, the most frequent nodes were ‘National Health Insurance Service’ and ‘comprehensive nursing care service hospital.’ The nodes with the highest edge weight were ‘national health insurance,’ ‘wards without caregiver presence,’ and ‘caregiving costs.’ ‘National Health Insurance Service’ was highest in degree centrality.
Conclusion
This study provides an example of how to use atypical big data for a nursing issue through semantic network analysis to explore diverse perspectives surrounding the nursing community through various media sources. Applying semantic network analysis to online big data to gather information regarding various nursing issues would help to explore opinions for formulating and implementing nursing policies.
References
1. National Health Insurance Service. Program guidelines for comprehensive nursing care service [Internet]. Wonju: Author;c2016. [cited 2017 Apr 10]. Available from:. http://www.nhis.or.kr/bbs7/boards/B0040/21012.
2. Medical law. Ministry of Health and Welfare Act. No. 477 [Internet]. Seoul: Author;c2017. [cited 2017 Apr 10]. Available from:. http://www.law.go.kr/lsInfoP.do?lsiSeq=191545&lsId=&efYd=20170203&chrClsCd=010202&urlMode=lsEfInfoR&viewCls=lsRvsDocInfoR#0000.
3. Lee MK, Jung DY. A study of nursing tasks, nurses’ job stress and job satisfaction in hospitals with no guardians. Journal of Korean Academy of Nursing Administration. 2015; 21(3):287–296. https://doi.org/10.11111/jkana.2015.21.3.287.
4. Kim B, Lee KS, Park YK, Choi YA, Cho SM, Kim SY, et al. A study of nurses’ perception of the comprehensive nursing service. Korean Journal of Family Practice. 2017; 7(1):99–104. https://doi.org/10.21215/kjfp.2017.7.1.99.
5. Park JH, Lee MH. Effects of nursing and care-giving integrated service on nursing work performance, nurses’ job satisfaction and patient safety. Journal of Korean Academic Society of Home Care Nursing. 2017; 24(1):14–22.
6. Joo MS. Experience of providing comprehensive nursing services by nurses and nurse managers: A study using Giorgi’s phenomenological approach [dissertation]. Seoul: Chung-Ang University;2016. p. 1–136.
7. Shin SR, Park KY. Comparing satisfaction with nursing care and factors relevant to hospital revisit intent among hospitalized patientsp>in comprehensive nursing care units and general care units. Journal of Korean Academy of Nursing Administration. 2015; 21(5):469–479. https://doi.org/10.11111/jkana.2015.21.5.469.
8. Yoon HS, Lim JY, Kang MJ. Comparison of expectation-perception between patient and nurse on nursing care service in comprehensive nursing care wards. Journal of the Korea Contents Association. 2017; 17(3):507–522. https://doi.org/10.5392/JKCA.2017.17.03.507.
9. Ministry of Science, ICT and Future Planning. Wireless communication service statistics [Internet]. Gwacheon: Author;c2016. [cited 2017 May 29]. Available from:. http://www.msip.go.kr/dynamic/file/afieldfile/mssw67/1300540/2016/06.
10. We are Social. Special report: Digital, social, & mobile worldwide in 2015 [Internet]. New York: Author;c2015. [cited 2017 May 29]. Available from:. https://wearesocial.com/special-reports/digital-social-mobile-worldwide-2015.
11. Sensmeier J. Big data and the future of nursing knowledge. Nursing Management. 2015; 46(4):22–27. https://doi.org/10.1097/01.NUMA.0000462365.53035.7d.
12. Brennan PF, Bakken S. Nursing needs big data and big data needs nursing. Journal of Nursing Scholarship. 2015; 47(5):477–484. https://doi.org/10.1111/jnu.12159.
13. Popping R. Computer-assisted text analysis. London: Sage;2000. p. 67–78.
14. Nam IY, Park HW. Network analysis of headlines in the newspaper articles on the prospective presidential candidates and their PR strategy in Korea. Korean Party Studies Review. 2007; 6(1):79–107.
15. Cha MK, Kweon SH. A semantic network analysis of “Creative Economics” in news frame. Korean Journal of Journalism and Communication Studies. 2015; 59(2):88–120.
16. Benton DC, Pérez-Raya F, Fernández-Fernández MP, González-Jurado MA. A systematic review of nurse-related social network analysis studies. International Nursing Review. 2015; 62(3):321–339. https://doi.org/10.1111/inr.12161.
17. Park EJ, Kim Y, Park CS. A comparison of hospice care research topics between Korea and other countries using text network analysis. Journal of Korean Academy of Nursing. 2017; 47(5):600–612. https://doi.org/10.4040/jkan.2017.47.5.600.
18. Moon M. The network analysis of nursing diagnoses for children admitted in pediatric units determined by nursing students. Journal of Health Informatics and Statistics. 2017; 42(3):223–231. https://doi.org/10.21032/jhis.2017.42.3.223.
19. Kang KH, Yu S. Analysis of students experience related of nursing management clinical practice: Text network analysis method. Journal of Korean Academy of Nursing Administration. 2016; 22(1):80–90. https://doi.org/10.11111/jkana.2016.22.1.80.
20. Park EJ, Cho SZ. KoNLPy: Korean natural language processing in Python. Proceedings of the 26th annual conference on human and cognitive language technology; 2014 October 10-11; Kangwon National University. Chuncheon: Communications of the Korean Institute of Information Scientists and Engineers;2014. p. 133–136.
21. Bastian M, Heymann S, Jacomy M. Gephi: An open source software for exploring and manipulating networks. San Jose (CA): International AAAI Conference on Weblogs and Social Media;2009. p. 361–362.
22. Blondel VD, Guillaume JL, Lambiotte R, Lefebvre E. Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment. 2008; 2008(10):1–12. https://doi.org/10.1088/1742-5468/2008/10/P10008.
23. Russell MA. Mining the social web: Data mining Facebook, Twitter, LinkedIn, Google+, GitHub, and more. 2nd ed. Sebastopol (CA): O’Reilly Media;2013. p. 296–298.
24. Kwak WH. Issues and problems of hospital pilot project for comprehensive nursing service. Healthcare Policy Forum. 2015; 13(2):50–55.
25. Hwang NM. Evaluation and future tasks on comprehensive nursing service. Conference Proceeding of Korean Academy of Health Policy and Management. 2015; 2015(1):210–233.
26. Hwang NM. Expansion plan of comprehensive nursing service for assuring the quality of inpatient service. Health and Welfare Issue & Focus. 2015; 18(286):1–8.
27. Choi YJ, Kweon SH. A semantic network analysis of the newspaper articles on big data. Journal of Cybercommunication Academic Society. 2014; 31(1):241–286.
28. Jeon OB. Effect of professional consciousness and organizational commitment on nursing achievement of hospital nurses [master’s thesis]. Gimhae: Inje University;2016. p. 1–57.
29. Ministry of Health and Welfare. Comprehensive nursing care service offered, double the number of beds compared to last year [Internet]. Seoul: Author;c2016. [cited 2017 Jul 27]. Available from:. http://www.mohw.go.kr/m/noticeView.jsp?MENU_ID=0403&cont_seq=334758&page=1.
30. Lee SJ. The survey of perception, performance and importance in nursing practice of comprehensive nursing care service. Journal of the Korea Convergence Society. 2017; 8(4):247–253. https://doi.org/10.15207/JKCS.2017.8.4.247.
Table 1.
Top 20 Keywords with Edge Weights and Degree Centrality from Online News Related to Comprehensive Nursing Care Service on KNA News
Table 2.
Top 20 Keywords with Edge Weights and Degree Centrality from Online News Related to Comprehensive Nursing Care Service on Major Daily Newspapers
Table 3.
Top 20 Keywords with Edge Weights and Degree Centrality from Tweets Related to Comprehensive Nursing Care Service on Twitter
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