[1]刘海虹,刘海宁,车佳郡,等.不同代际居住模式老年人社交活跃度现状及影响因素——基于Charls数据的随机森林分析[J].军事护理,2023,40(02):54-57,62.[doi:10.3969/j.issn.2097-1826.2023.02.013]
　LIU Haihong,LIU Haining,CHE Jiajun,et al.Status Quo of Social Interaction Activity Among the Elderly in Different Intergenerational Living Patterns and Its Influencing Factors: A Random Forest Analysis Based on Charls Data[J].Nursing Journal Of Chinese People's Laberation Army,2023,40(02):54-57,62.[doi:10.3969/j.issn.2097-1826.2023.02.013]
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不同代际居住模式老年人社交活跃度现状及影响因素——基于Charls数据的随机森林分析
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《军事护理》[ISSN:2097-1826/CN:31-3186/R]

卷:
40
期数:
2023年02期
页码:
54-57,62
栏目:
研究荟萃
出版日期:
2023-02-15

文章信息/Info

Title:
Status Quo of Social Interaction Activity Among the Elderly in Different Intergenerational Living Patterns and Its Influencing Factors: A Random Forest Analysis Based on Charls Data
文章编号:
2097-1826(2023)02-0054-05
作者:
刘海虹1; 2; 刘海宁1; 3; 车佳郡1; 陶佳雨1; 李晓敏1
(1.承德医学院 心理学系,河北 承德 067000; 2.马来西亚国民大学 心理学与人类福祉研究中心,班吉43600; 3.承德医学院 河北省神经损伤与修复重点实验室)
Author(s):
LIU Haihong1; 2; LIU Haining1; 3; CHE Jiajun1; TAO Jiayu1; LI Xiaomin1
(1.Department of Psychology,Chengde Medical University,Chengde 067000,Hebei Province,China; 2.Centre for Research in Psychology and Human Well Being,The National University of Malaysia,Bangi 43600,Selangor,Malaysia; 3.Hebei Key Laboratory of Nerve Injury and Repair,Chengde Medical University)
关键词:
代际居住模式;  老年人;  社交活跃度;  随机森林
Keywords:
intergenerational living patterns;  elderly;  social interaction activity;  random forest
分类号:
R473.59
DOI:
10.3969/j.issn.2097-1826.2023.02.013
文献标志码:
A
摘要:
目的 探讨不同代际居住模式老年人社交活跃度的现状及影响因素,为科学提升老年人社交活跃度提供依据。方法 对2018年的中国健康与养老追踪调查数据建立随机森林预测模型,甄别共居和独居老人社交活跃度的影响因素,并预测各影响因素的重要性。结果 所有老人的高社交活跃度比例为26.88%; 独居老人的高社交活跃度(18.8%)所占比重高于共居老人(8.1%)。年龄、身体功能障碍、养老金等变量对共居和独居老人的社交活跃度均具有预测作用,疼痛困扰和生命期望仅对独居老人的社交活跃度有预测作用,其预测模型效果良好(共居:AUC=0.86; 独居:AUC=0.82)。结论 老年人高社交活跃度比例较低。随机森林的预测模型结果验证了老年人社交活动的影响交互理论框架的适用性。
Abstract:
Objective To explore the status quo among the social interaction activity of the elderly in different intergenerational living patterns and its influencing factors,and to provide scientific basis for improving social interaction activity of the elderly.Methods Based on the 2018 China health and retirement longitudinal survey data,a random forest predictive model was established to systematically identify the influencing factors of social interaction activity of the elderly in cohabiting and living alone,and predict the importance of each influencing factor.Results The study found that the proportion of all elderly people with high social interaction activity was 26.88%; the proportion of high social activity(18.8%)of the elderly who lived alone was higher than that of the elderly who lived with their children(8.1%).The results of random forest analysis showed that variables such as age,physical dysfunction,pension and other variables had predictive effects on the social interaction activity of cohabiting and living alone elderly,while pain distress and life expectancy only had predictive effect on the social interaction activity of the living alone elderly.The prediction model worked well(cohabiting:AUC=0.86; living alone:AUC=0.82).Conclusions This study proves that the proportion of high social activity among the elderly in my country is relatively low.The predictive model results of random forests validate the applicability of the interactive theoretical framework of the influence of social interaction activities in the elderly.

参考文献/References:

[1] 刘奇.关于应对“银发中国”的战略思考[J].中国发展观察,2016(5):52-53,64.
[2] 赵迪,潘杰,赵梦璐,等.社区老年人社会隔离对生活质量的影响路径分析[J].解放军护理杂志,2021,38(1):1-4.
[3] DOUGLAS H,GEORGIOU A,WESTBROOK J.Social participation as an indicator of successful aging:an overview of concepts and their associations with health[J].Aust Health Rev,2017,41(4):455-462.
[4] 杨雪,王瑜龙.社交活动对老年人口健康状况影响的量化分析[J].人口学刊,2020(3):66-77.
[5] CHOU K L,CHI I.Comparison between elderly Chinese living alone and those living with others[J].J Gerontol Soc Work,2000,33(4):51-66.
[6] TUDGE J R,MOKROVA I,HATFIELD B E,et al.Uses and misuses of Bronfenbrenner's bioecological theory of human development[J].J Fam Theory Rev,2009,1(4):198-210.
[7] ABDULLAH S M.Social cognitive theory:a bandura thought review published in 1982-2012[J].Psikodimensia,2019,18(1):85-100.
[8] ZHAO Y,STRAUSS J,CHEN X,et al.National school of development,Peking University.China health and retirement longitudinal study wave 4 User's guide [DB/OL].[2022-01-25].https://charls.charlsdata.com/pages/Data/2018-charls-wave4/zh-cn.html.
[9] GRUIJTERS R J.Family care-giving and living arrangements of functionally impaired elders in rural China [J].Ageing & Society,2017,37(3):633-655.
[10]STRAUSS J,WITOELAR F,MENG Q,et al.Cognition and SES relationships among the mid-aged and elderly:A comparison of China and Indonesia.NBER Working Paper[DB/OL].[2022-05-20].https://www.nber.org/papers/w24583.
[11]温博文,董文瀚,解武杰,等.基于改进网格搜索算法的随机森林参数优化[J].计算机工程与应用,2018,54(10):154-158.
[12]谢舜,周鸿.科尔曼理性选择理论评述[J].思想战线,2005,32(2):70-73.
[13]MA X,PIAO X,OSHIO T.Impact of social participation on health among middle-aged and elderly adults:evidence from longitudinal survey data in China[J/OL].[2022-05-01].https://bmcpublichealth.biomedcentral.com/articles/10.1186/s12889-020-08650-4.DOI:10.1186/s12889-020-08650-4.
[14]PUTNAM M,MORGAN K,HEEB R,et al.Aging with disability symptoms and ability to participate in,and satisfaction with,social participation among persons aged 45-64[J/OL].[2022-05-01].https://www.mdpi.com/2227-9032/10/5/903.DOI:10.3390/healthcare10050903.
[15]邓燕红,莫振萍.广州市3个小区慢性病老年人健康状况及居家护理需求调查[J].疾病监测与控制,2016,35(9):699-700,691.
[16]ENGLISH T,CARSTENSEN L L.Socioemotional Selectivity Theory[M]//PACHANA N A.Encyclopedia of Geropsychology.Singapore:Springer Singapore,2015:1-6.
[17]GUO Q,BAI X,FENG N.Social participation and depressive symptoms among Chinese older adults:a study on rural-urban differences[J].J Affect Disord,2018(239):124-130.
[18]CHARLES S T,URBAN E J.Socioemotional selectivity theory/future time perspective[M].Whitbourne:John Wiley & Sons,Inc,2015:1-5.
[19]曾静,刘淼,吴蕾,等.中国社区老年人睡眠质量影响因素的系统评价[J].中华流行病学杂志,37(12):1670-1677.
[20]ZHU H,WALKER A.Pensions and social inclusion in an ageing China [J].Ageing Soc,2018,39(7):1335-1359.

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备注/Memo

备注/Memo:
【 收稿日期 】 2022-06-21 【 修回日期 】 2022-12-22
【 基金项目 】 河北省社会科学基金项目(HB21SH020)
【 作者简介 】 刘海虹,博士在读,讲师,电话:0314-2291193
【 通信作者 】 刘海宁,电话:0314-2291230
更新日期/Last Update: 2023-02-15