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Wangliu Y, Chen JK. The mediating role of coping strategies between caregiving burden and pre-death grief among Chinese adult-child caregivers of dementia patients. J Adv Nurs 2024; 80:3679-3691. [PMID: 38380758 DOI: 10.1111/jan.16118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 01/15/2024] [Accepted: 02/09/2024] [Indexed: 02/22/2024]
Abstract
AIMS The objective of this study was to examine the relationship between caregiving burden and pre-death grief, with a specific focus on adult-child caregivers in mainland China. Additionally, the study explored whether coping strategies played a mediating role in this correlation. METHODS A convenience sample of 320 adult-child caregivers of older parents with dementia from Kunming, mainland China, was recruited for the study. Data were collected using the Chinese version of the Marwit-Meuser Caregiver Grief Inventory-Short Form, the Burden Scale for Family Caregivers, and the Ways of Coping Checklist-Revised. RESULTS Results using linear regression and multiple mediation analysis with Hayes' process model indicated that caregiving burden was positively related to pre-death grief and that active coping mediated the relationship between them. In the female group, active coping partially mediated the association between caregiving burden and pre-death grief, but in the male group, this mediating effect did not exist. CONCLUSION The study found evidence supporting the link between caregiving burden and pre-death grief among adult-child caregivers of older parents with dementia in mainland China. Furthermore, the caregiving burden prevented the use of active coping, and this decrease in coping increased the perception of pre-death grief. These associations only existed in the female group. IMPLICATIONS This paper presented the importance of active coping skills in the dementia caregiving process. IMPACT The findings of this study emphasize the necessity for health practitioners to provide targeted interventions regarding pre-death grief among dementia caregivers and strengthen caregivers' active coping strategies to reduce their pre-death grief. Community-based and personal care support services should be promoted to alleviate their caregiving burden. REPORTING METHOD We have adhered to the transparent reporting of evaluations with quantitative design statements and the corresponding checklist was followed. PATIENT OR PUBLIC CONTRIBUTION: 'No patient or public involvement'.
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Affiliation(s)
- Yiqi Wangliu
- Department of Social Work, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong
| | - Ji-Kang Chen
- Department of Social Work, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong
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Shao L, Wang Z, Xie X, Xiao L, Shi Y, Wang ZA, Zhang JE. Development and External Validation of a Machine Learning-based Fall Prediction Model for Nursing Home Residents: A Prospective Cohort Study. J Am Med Dir Assoc 2024; 25:105169. [PMID: 39067863 DOI: 10.1016/j.jamda.2024.105169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 06/15/2024] [Accepted: 06/18/2024] [Indexed: 07/30/2024]
Abstract
OBJECTIVES To develop and externally validate a machine learning-based fall prediction model for ambulatory nursing home residents. The focus is on predicting fall occurrences within 6 months after baseline assessment through a binary classification task, aiming to provide staff with an effective and user-friendly fall-risk assessment tool. DESIGN Prospective cohort study. SETTING AND PARTICIPANTS A total of 864 older residents living in 4 nursing homes between May 2022 and March 2023 in China. METHODS Potential fall-risk predictors were collected through in-person interviews and assessments of anthropometric and physical function. Participants were followed for 6 months, with falls recorded by trained nurses. Seven machine learning algorithms, including Logistic Regression (LR), Gradient Boosting Machine (GBM), eXtreme Gradient Boosting (XGBoost), Random Forest (RF), Support Vector Machine (SVM), Neural Networks (NN), and Decision Tree (DT), were used to develop prediction models. Performance was evaluated using the area under the receiver operating characteristic curve (ROC-AUC) and Precision-Recall curve (PR-AUC), with calibration assessed via a calibration curve. Feature importance was visualized using SHapley Additive exPlanations (SHAP). RESULTS The 6 selected predictors were balance, grip strength, fatigue, fall history, age, and comorbidity. The ROC-AUC for the models ranged from 0.710 to 0.750, PR-AUC from 0.415 to 0.473, sensitivity from 0.704 to 0.914, and specificity from 0.511 to 0.687 in the validation cohort. The LR model was converted into a nomogram. CONCLUSIONS AND IMPLICATIONS The machine learning-based fall-prediction models effectively identified nursing home residents at high risk of falls. The developed nomogram can be integrated into clinical practice to enhance fall risk assessment protocols, ultimately improving patient safety and care in nursing homes.
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Affiliation(s)
- Lu Shao
- School of Nursing, Sun Yat-sen University, Guangzhou, China
| | - Zhong Wang
- School of Nursing, Sun Yat-sen University, Guangzhou, China
| | - Xiyan Xie
- Department of Nursing, Home for the Aged Guangzhou, Guangzhou, China
| | - Lu Xiao
- Department of Nursing, Home for the Aged Guangzhou, Guangzhou, China
| | - Ying Shi
- School of Nursing, Sun Yat-sen University, Guangzhou, China
| | - Zhang-An Wang
- Department of Health Management, the People's Hospital of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Jun-E Zhang
- School of Nursing, Sun Yat-sen University, Guangzhou, China.
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Xiao C, Patrician PA, Montgomery AP, Wang Y, Jablonski R, Markaki A. Filial piety and older adult caregiving among Chinese and Chinese-American families in the United States: a concept analysis. BMC Nurs 2024; 23:115. [PMID: 38347512 PMCID: PMC10863110 DOI: 10.1186/s12912-024-01789-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 02/01/2024] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND The culturally sensitive nursing practice has not embedded filial piety as a cultural value and stance pertaining to caregiving among aging Chinese and Chinese-American (CCA) families in the United States, yet it is critical for healthy aging among CCAs. PURPOSE To understand filial piety when caring for aging CCAs and conceptualize an operational definition and framework. METHODS A systematic search was conducted in CINAHL, PubMed, Scopus, and PsycINFO databases. Analysis of the concept of filial piety among CCAs used Walker and Avant's methods. Twenty-six studies were selected in the final full-text analysis. FINDINGS Synthesis of evidence identified four antecedents: (a) filial obligation as a 'cultural gene', (b) sense of altruism, (c) familial solidarity, and (d) societal expectation of 'birth right'. Attributes included familial material and emotional support, obedience, pious reverence, and societal norms. Consequences were related to caregiver burden, psychological and physical well-being, quality of life, and health equity. CONCLUSION Filial piety is an intrinsic desire to support aging parents and an extrinsic desire to adhere to Chinese societal moral tenets. The proposed operational framework "Caregiving for aging CCAs in the United States" merits further study.
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Affiliation(s)
- Chunhong Xiao
- University of Alabama at Birmingham School of Nursing, 1720 2nd Avenue South, Birmingham, AL, 35294-1210, USA.
| | - Patricia A Patrician
- University of Alabama at Birmingham School of Nursing, 1720 2nd Avenue South, Birmingham, AL, 35294-1210, USA
| | - Aoyjai P Montgomery
- University of Alabama at Birmingham School of Public Health, 1665, 2nd Avenue South, Birmingham, AL, 35294-1210, USA
| | - Youhua Wang
- College of State Governance, Southwest University, No. 2 Tianshen Road, Chongqing, 400715, Beibei District, China
| | - Rita Jablonski
- University of Alabama at Birmingham School of Nursing, 1720 2nd Avenue South, Birmingham, AL, 35294-1210, USA
| | - Adelais Markaki
- University of Alabama at Birmingham School of Nursing, 1720 2nd Avenue South, Birmingham, AL, 35294-1210, USA
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Zhu M, Ding X, Wang Q, Xue J, Shi J, Li Z. Association between self-perception of aging and cognitive function in Chinese older adults: The mediation effect of health behaviors. Geriatr Nurs 2023; 54:350-356. [PMID: 37967507 DOI: 10.1016/j.gerinurse.2023.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 10/16/2023] [Accepted: 10/18/2023] [Indexed: 11/17/2023]
Abstract
OBJECTIVE To investigate the association between self-perception of aging (SPA) and cognitive function in Chinese older adults, and to explore the mediating role of health behaviors. METHODS This study included 5,445 Chinese older adults from the 2018 wave of the Chinese Longitudinal Healthy Longevity Survey (CLHLS). Correlation, linear regression and mediation effect analysis were employed to evaluate the association. RESULTS SPA is significantly related to the health behaviors (r = 0.160, P < 0.01) and cognition (r = 0.086, P < 0.01), and health behaviors exhibited a positive correlation with cognition (r = 0.179, P < 0.01). SPA and health behaviors significantly impacted cognition (β = 0.032, P = 010; β = 0.103, P < 0.001). Health behaviors partially mediated the effect of SPA on cognitive function, accounting for 27.12 % of the total effect. CONCLUSION Health behaviors mediate the association between SPA and cognitive function. Healthcare providers should prioritize addressing SPA of older adults and encourage them to engage in health behaviors for cognitive health.
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Affiliation(s)
- Mingyue Zhu
- School of Nursing, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Xiaotong Ding
- School of Nursing, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Qing Wang
- School of Nursing, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China; School of Nursing, Lanzhou University, Lanzhou, China
| | - Jiajun Xue
- School of Nursing, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Jiyuan Shi
- School of Nursing, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Zheng Li
- School of Nursing, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.
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Li M, Ren J, Luo Y, Watson R, Zheng Y, Ding L, Wang F, Chen Y. Preference for care models among older people living with HIV: cross-sectional study. BMC Public Health 2023; 23:2033. [PMID: 37853369 PMCID: PMC10585841 DOI: 10.1186/s12889-023-16941-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Accepted: 10/09/2023] [Indexed: 10/20/2023] Open
Abstract
BACKGROUND The number of people living with HIV (PWH) aged 50 and above is increasing. The question of care among older PWH (aged ≥ 50 years) is an increasing concern. Understanding the care preference of older people can better provide care services for them. The purpose of this study was to investigate the care preference (home-based care, self-care, institutional care, community-based care, and mutual-aid care) among older PWH and identify the factors affecting their care preference. METHODS A cross-sectional survey was conducted among older PWH (aged ≥ 50 years) about care preference from May to November 2021. We enrolled 319 participants using convenience sampling. We designed a questionnaire to assess the care preference of older PWH. The Chi-square test and Fisher's exact test were used to conduct univariate analysis of care preference. Multinomial logistic regression was used to identify factors influencing care preference. RESULTS Most older PWH (72.7%) preferred home-based care, and few (15.7%) preferred self-care. Fewer older PWH preferred community-based care (5.3%), institutional care (5.0%) and mutual-aid care (1.3%). Multivariate analysis showed that older PWH with a house, spouse and more children were more inclined to choose home-based care (p < .05). Older PWH living alone, having higher monthly income and higher HIV stigma preferred to choose self-care (p < .05). CONCLUSION Home-based care was the most preferred model of older PWH, and self-care ranked second. The number of those who preferred institutional care, community-based care and mutual-aid care were few. Nation and government should take measures to allocate care resources for older adults reasonably to better meet the care needs of older PWH. It is important to strengthen social security, reduce internalized HIV stigma, improve social support, and explore diversified care models for improving the quality of life of older PWH.
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Affiliation(s)
- Mei Li
- Department of Gynecology, The First Branch of The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jianlan Ren
- Department of Anesthesiology, The Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Yue Luo
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Roger Watson
- Health and Social Care Faculty, University of Hull, Hull, UK
| | - Yu Zheng
- Department of Rheumatism and Immunology, The Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Li Ding
- Department of Gynecology, The First Branch of The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Fulan Wang
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yanhua Chen
- Department of Nursing, The Affiliated Hospital of Southwest Medical University, Luzhou, China.
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Wu Y, Dong K, Bai R, Dong W. The relationship between intergenerational financial support and depressive symptoms among older adults: Evidence from China Health and Retirement Longitudinal Study, 2011-2018. J Affect Disord 2023; 339:767-775. [PMID: 37437743 DOI: 10.1016/j.jad.2023.07.022] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 06/08/2023] [Accepted: 07/08/2023] [Indexed: 07/14/2023]
Abstract
OBJECTIVE Aimed to investigate the effect of intergenerational financial support on depressive symptoms among older adults over time. METHODS Data were obtained from China Health and Retirement Longitudinal Study (CHARLS) 2011, 2013, 2015, and 2018. A finite distributed lag (FDL) model was employed, long-run cumulative effect was evaluated. 1426 respondents followed in four waves were included in FDL model. CES-D score was used to measure depressive symptoms, intergenerational financial support was defined as financial support received from older adults' children or grandchildren. Sociodemographic characteristics, health behaviors, social insurance, and social contact factors were controlled in the model. RESULTS More than a third older adults in China had a CES-D score of 10 or higher. Intergenerational financial support has a significant long-run cumulative negative effect on older adults' depressive symptoms (CES-D scores: coef. = -0.674, P < 0.001; % with CES-D scores ≥10: Coef. = -0.154, P = 0.018). While, the intergenerational financial support in previous period exhibited a significant negative association with depressive symptoms, the 2, 3, and 4 periods did not reach statistical significance. CONCLUSIONS Intergenerational financial support has a significant negative effect on older adults' depressive symptoms over time, while the effect may diminish. Programs need to be explored to support home-based eldercare to mitigate this diminished effect.
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Affiliation(s)
- Yue Wu
- School of Elderly Care Services and Management, Nanjing University of Chinese Medicine, Nanjing 210023, Jiangsu, China
| | - Kaikai Dong
- School of Politics, Law & Public Administration, Yan'an University, Yan'an 716000, Shaanxi, China
| | - Ruhai Bai
- School of Public Affairs, Nanjing University of Science and Technology, Nanjing 210094, Jiangsu, China
| | - Wanyue Dong
- School of Elderly Care Services and Management, Nanjing University of Chinese Medicine, Nanjing 210023, Jiangsu, China.
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Kuramoto Y, Nabeshima H, Khan MSR, Kadoya Y. The Association of Caregivers' Socio-Economic Conditions with Family Caregiving Norms: Evidence from China. Behav Sci (Basel) 2023; 13:bs13050362. [PMID: 37232599 DOI: 10.3390/bs13050362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 04/22/2023] [Accepted: 04/24/2023] [Indexed: 05/27/2023] Open
Abstract
Similar to her neighboring country, Japan, China faces significant difficulties in providing long-term care to the elderly. Female household members who traditionally provided necessary caregiving are no longer available as much as in the past due to the demographic and socioeconomic changes over the past few decades. Against this backdrop, we investigated how socioeconomic factors affect the perception of family caregiving norms in China, using an international comparative household dataset that allowed us to compare China with Japan, the latter being extensively investigated. We used ordered probit regression to estimate the model equation. Our results show that rural residency, household assets, and government dependency are positively associated with the perception of care. A notable difference from the Japanese results is that rural residents have a rather positive perception of family caregiving norms. Furthermore, urban-rural subsample analyses revealed that women in rural areas perceive caregiving negatively.
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Affiliation(s)
- Yu Kuramoto
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Honoka Nabeshima
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | | | - Yoshihiko Kadoya
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
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The longitudinal relationship between filial piety and prosocial behavior of children: the chain mediating effect of self-esteem and peer attachment. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03751-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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