ArticleFrontiers in public health2023
Latent classes and related predictors of demand for home-and community-based integrated care for older Chinese adults.
Article in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06848036 (Effectiveness of a Smart Community- and Home-based Integrated Care Services System for Elderly People in Rural Chinese Communities), which is not on this map. Cited by 9 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Effectiveness of a Smart Community- and Home-based Integrated Care Services System for Elderly People in Rural Chinese Communities: A Randomized Controlled Trial in Changsha County
Who cites it
9 citing papers in PubMed.
- Home- and community-based services, informal support networks, and life satisfaction among older adults in China: moving beyond filial support.BMC geriatrics · 2026Article
- Real-world medical and long-term care service utilization patterns among older adults with complex needs in China: a latent class analysis.BMC geriatrics · 2026Article
- Bridging the gap: factors influencing the willingness-behavior transformation of older adults in using community care services in urban China.Frontiers in public health · 2025Article
- Improving Service Quality of Home-Based Health Care Services for the Elderly: A Qualitative Study of Facilitators and Barriers Reported by Community Health Workers in Beijing.Journal of multidisciplinary healthcare · 2025Article
- Home-Based Medical Care Service Motivation Among Medical Staff in Beijing, China: the Role of Institutional Support.Journal of multidisciplinary healthcare · 2024Article
- What are the home care needs of Chinese healthcare workers: a latent class analysis.Frontiers in public health · 2024Article
- Multidimensional health heterogeneity of Chinese older adults and its determinants.SSM - population health · 2023Article
- Demand, utilization, and supply of community smart senior care services for older people in China.Digital healthArticle
- Article
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Authors and funding
2 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Background: Home-and community-based integrated care has been developing rapidly in China in recent years. However, empirical research on the demand from older people is insufficient. Most studies have failed to identify or differentiate the heterogeneity of older people, resulting in poor understanding of their needs and fragmentation of services. This study seeks to identify latent classes of demand for home-and community-based integrated care among older Chinese adults and the predictors that differentiate these demands. Methods: From January to March 2021, a questionnaire was administered to older people (aged ≥60 years) in community-based service centers for older people in six districts of Changsha City, Hunan Province. Participants were selected through purposive and incidental sampling. Latent profile analysis was used to categorize older people's demand for home-and community-based integrated care. By extending Andersen's behavioral model of health service use, and running multinomial logistic regression analyses, we explored which factors influenced the latent classes of demand. Results: A total of 382 older people were included in the analyses: 64.4% were women and 33.5% were aged 80-89. The demand from older people for home-and community-based integrated care was classified into four latent classes: high health and social interaction demand (30% - 115/382); high comprehensive demand (23% - 88/382); high care service demand (26% - 100/382), and high social participation and low care demand (21% - 79/382). Taking this last class as the reference group, the other three latent classes differed significantly in the factors of predisposition, enabling, need, and perception of aging. Conclusion: The demand from older people for home-and community-based integrated care is multifaceted and heterogeneous. Services for older people should be designed with different sub-models of integrated care.
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