An identification of the knowledge structure on the resilience of caregivers of people with dementia using a text network analysis
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Purpose: The purpose of this study is to identify the knowledge structure of the concept of resilience of dementia caregivers and to understand core topics and the trends in dementia caregiver resilience research over time. Methods: This study is a quantitative content analysis using text network analysis on the studies on resilience of caregivers of people with dementia. We searched the available literature in two scientific databases, PubMed and the Web of Science. Term frequency, the number of co-occurrence, and centrality were analyzed, and Latent Dirichlet Allocation (LDA) analysis was conducted with Net Miner program. Results: A total 187 articles were identified. The core keywords found were "care", "family", "support", "burden", "intervention", "health", "stress", "relationship", "symptom", "depression", "partner", and "quality of life". Four main topics were identified through the LDA analysis, such as "support from family and social resources", "hardships to overcome", "building strength to overcome adversity", and "coping with negative emotions". There was only one study before 2000, but the number of studies steadily increased to 50 for the years 2011-2015, and 111 for the years 2016-2020. Conclusion: This is the first study to analyze the knowledge structure and research trend of resilience research of caregivers of people with dementia through social network analysis and topic modeling. This study provides a scientific basis of the future studies in Korea. Moreover, it is meaningful in that it brought a comprehensive understanding of the studies by comprehensively analyzing the studies of the resilience of caregivers of people with dementia.
Abstract
Purpose: The purpose of this study is to identify the knowledge structure of the concept of resilience of dementia caregivers and to understand core topics and the trends in dementia caregiver resilience research over time. Methods: This study is a quantitative content analysis using text network analysis on the studies on resilience of caregivers of people with dementia. We searched the available literature in two scientific databases, PubMed and the Web of Science. Term frequency, the number of co-occurrence, and centrality were analyzed, and Latent Dirichlet Allocation (LDA) analysis was conducted with Net Miner program. Results: A total 187 articles were identified. The core keywords found were "care", "family", "support", "burden", "intervention", "health", "stress", "relationship", "symptom", "depression", "partner", and "quality of life". Four main topics were identified through the LDA analysis, such as "support from family and social resources", "hardships to overcome", "building strength to overcome adversity", and "coping with negative emotions". There was only one study before 2000, but the number of studies steadily increased to 50 for the years 2011-2015, and 111 for the years 2016-2020. Conclusion: This is the first study to analyze the knowledge structure and research trend of resilience research of caregivers of people with dementia through social network analysis and topic modeling. This study provides a scientific basis of the future studies in Korea. Moreover, it is meaningful in that it brought a comprehensive understanding of the studies by comprehensively analyzing the studies of the resilience of caregivers of people with dementia.
참고문헌 (29)
- Weller J, "Current understanding of Alzheimer's disease diagnosis and treatment", F1000Research, 7(1161), pp.1~9 (2018)[DOI]
- "The present condition of dementia" (2020)[URL]
- "Alzheimer's and dementia facts and figures" (2020)[URL]
- Lee YJ, "The effect of facility characteristics of geriatric hospitals on long stay dementia patients", master, pp.2018
- 서국희, "왜 COVID-19는 노인에게 치명적인가?: 취약노인 지역사회케어 전략", 보건의료기술평가, 8(1), pp.9~13 (2020), 한국보건의료기술평가학회[DOI]
- "Concerns about the explosion of dementia patients with disconnected social activities in the post-corona era" (2020)[URL]
- "Caregiver Stress in Dementia" (2019)[URL]
- O'Rourke N, "Psychological resilience predicts depressive symptoms among spouses of persons with Alzheimer disease over time", Aging & Mental Health, 14(8), pp.984~993 (2010)[DOI]
- Hellström I, "Sustaining couplehood : spouses' strategies for living positively with dementia", Dementia, 6(3), pp.383~409 (2007)[DOI]
- Wilks SE, "Alzheimer's aggression : influences on caregiver coping and resilience", Journal of Gerontological Social Work, 54(3), pp.260~275 (2011)[DOI]
- Herrman H, "What is resilience?", The Canadian Journal of Psychiatry, 56(5), pp.258~265 (2011)[DOI]
- Hui Lin Ong, "Resilience and burden in caregivers of older adults: moderating and mediating effects of perceived social support", BMC Psychiatry, 18(1), pp.27.1~27.9 (2018), Springer Science and Business Media LLC[DOI]
- Yang F, "Depression of persons with dementia and family caregiver burden : finding positives in caregiving as a moderator", Geriatric & Gerontology International, 19(5), pp.414~418 (2019)[DOI]
- 박찬숙, "텍스트네트워크분석을 적용한 통증관리 간호연구의 지식구조", Journal of Korean Academy of Nursing, 49(5), pp.538~549 (2019), 한국간호과학회[DOI]
- Paranyushkin D, "Identifying the pathways for meaning circulation using text network analysis", Venture Fiction Practices, 2(4), pp.1~21 (2011)
- 권선영, "네트워크 분석을 통한 암 생존자 지식구조 연구", Journal of Korean Academy of Nursing, 46(1), pp.50~58 (2016), 한국간호과학회
- Kim Y, "Mapping the knowledge structure of frailty in journal articles by text network analysis", PLoS ONE, 13(4), pp.e0196104~ (2018)[DOI]
- 이수상, "언어 네트워크 분석 방법을 활용한 학술논문의 내용분석", 정보관리학회지, 31(4), pp.49~68 (2014), 한국정보관리학회[DOI]
- Kim YH, "Social network analysis", pp.91~ (2016), Parkyoungsa
- 남현동, "한국 플랫폼 정부의 방향성 모색 : 공공기관 연구보고서에 대한 토픽 모델링과 네트워크 분석", 디지털융복합연구, 18(2), pp.139~149 (2020), 한국디지털정책학회[DOI]
- Kim JJ, "Literature review on humanitarian logistics using network analysis and topic modeling", master, pp.2020
- 이수경, "한국 간호학 연구주제의 사회 연결망 분석", Journal of Korean Academy of Nursing, 41(5), pp.623~632 (2011), 한국간호과학회
- Kim EY, "How do patients on hemodialysis perceive and overcome hemodialysis?: Concept development of the resilience of patients on hemodialysis", Nephrology Nursing Journal, 46(5), pp.521~530 (2019)
- 한정희, "사회연결망 분석을 적용한 치매 지식지도 구축", 노인간호학회지, 19(2), pp.69~80 (2017), 한국노인간호학회[DOI]
- Windle G, "What is resilience? a review and concept analysis", Reviews in Clinical Gerontology, 21(2), pp.152~169 (2011)[DOI]
- Earvolino-Ramirez M, "Resilience : a concept analysis", Nursing Forum, 42(2), pp.73~82 (2007)[DOI]
- Chiao C, "Caregiver burden for informal caregivers of patients with dementia : a systematic review", International Nursing Review, 62(3), pp.340~350 (2015)[DOI]
- 방미란, "치매노인 주 부양자에게 적용한 가족탄력성 강화프로그램의 효과", 성인간호학회지, 28(1), pp.71~82 (2016), 한국성인간호학회[DOI]
- 연병길, "치매환자가족의지지프로그램 효과 평가", 장기요양연구, 7(2), pp.45~63 (2019), 한국장기요양학회[DOI]