Evidence map›Paper›PMID 41546028›Full record

ArticleBMC health services research2026

Identifying core community care demands and influencing factors among pre-frail and frail older adults in China: a cross-sectional network analysis.

Qiqi Ni, Ran Yan, Jia Yi, Weilin Jiang, Junru Zhang, Li Wang, Yiyu Zhuang

Abstract read
In one paragraph

Article in BMC health services research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Qiqi NiNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China.
Ran YanNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China.
Jia YiNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China.
Weilin JiangNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China.
Junru ZhangNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China.
Li WangNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China.
Yiyu ZhuangNursing Department, Sir Run Run Shaw Hospital Affiliated to Medical College of Zhejiang University, No. 3, Qingchun East Road, Shangcheng District, Hangzhou, Zhejiang Province, China. zhuangyy@zju.edu.cn.

Funding

the Scientific Research Fund Project of the National Health Commission of the People's Republic of China WKJ-ZJ-2304
6 · The paper itself

Abstract

backgroundWith population aging accelerating in China, frail older adults living in the community face complex care demands. However, limited research has focused on identifying the core demands and its influencing factors in this population. This study aimed to (1) construct the network structure of community care services needs and identify the core demands among frail older adults; (2) compare the network structures of community care needs and core demands between pre-frail and frail groups; and (3) explore the key factors influencing the core demands based on Andersen’s Behavioral Model.

methodsA cross-sectional survey was conducted among 340 pre-frail and frail community-dwelling older adults in Zhejiang province, China. Data were collected through face-to-face interviews using structured electronic questionnaires, covering sociodemographic characteristics, health status, and 20 items on community care service needs. Network analysis was used to identify core demands, compare subgroups, and examine influencing factors using R (v4.4.0) with the EBICglasso method and the “bootnet”, “qgraph”, and “NetworkComparisonTest” packages.

results“Regular mental comfort by volunteers or social workers” played a central role in the community care needs among pre-frail older adults, whereas “Household management services” played a central role in the community care needs among frail older adults. “Marital Status” and “Living arrangement” emerged as the most influential determinants of core needs in both subgroups. However, the stability of the determinant network was relatively low among frail older adults, therefore findings should be interpreted cautiously.

conclusionsHousehold management was the core demand among frail older adults, emphasizing the need for daily life support. In contrast, the core demand for pre-frail adults was emotional comfort, suggesting the value of early psychosocial care. These findings highlight the need for community care to differentiate service priorities according to frailty stages. Interventions should be tailored to marital status and living arrangement to ensure that community care align with individual contexts.

Indexed as

Community Health ServicesFrail ElderlyHealth Services Needs and DemandAgedAged, 80 and overChinaCross-Sectional StudiesFemaleHumansInterviews as TopicMaleSurveys and QuestionnairesCommunity care servicesFrailtyNetwork analysisOlder adults

Identifiers

PMID41546028
PMCPMC12892761

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LicenceCC BY-NC-ND
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.