Evidence map›Paper›PMID 41635440›Full record

ArticleFrontiers in public health2025

Preferences and heterogeneity in care service needs among disabled older adults in an urban setting.

Xuewei Zhao, Jun Zhao

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Xuewei ZhaoThe Fourth Affiliated Hospital of Nanjing Medical University, Teaching and Education Department, Nanjing, China.
Jun ZhaoSchool of Health Policy and Management, Nanjing Medical University, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Against the backdrop of an accelerating aging population, notable disparities exist in the demand for care services among the older adult. Objective: This study aims to elucidate the heterogeneous preferences and willingness-to-pay for care services among self-caring older adults and those with varying levels of functional disability, in order to provide evidence-based insights for optimizing resource allocation. Methods: A discrete choice experiment (DCE) was designed, incorporating five core attributes: service content, delivery mode, provider type, cost, and payment mechanism. Using stratified random sampling, 600 self-caring and functionally impaired older adult individuals (Barthel Index ≤ 60 for the functionally impaired) from an urban city were enrolled. After excluding incomplete responses, 579 valid questionnaires were analyzed, comprising 218 self-caring, 231 moderately disabled, and 130 severely disabled older adults. Data analysis was performed using a conditional logit model. Results: The conditional logit model analysis revealed that the level of disability significantly influenced service preferences. Moderately disabled individuals exhibited significant preferences for service upgrade packages (β = 0.164) and partial reimbursement (β = 0.329), with a willingness-to-pay (WTP) of 149.37 CNY for the upgrade package. In contrast, severely disabled individuals demonstrated significant preferences for institutional care (β = 0.153) and partial reimbursement (β = 0.308), exhibiting a WTP for institutional care as high as 899.56 CNY, which is eight times that of the self-caring group (111.59 CNY). All groups expressed aversion to care provided by nursing aides (β = -0.331 to -0.617), requiring compensation ranging from 322.47 CNY (self-caring) to 1949.40 CNY (severely disabled) to accept such services. Conclusion: This study demonstrates that the level of disability is a key determinant of care preferences among the older adult, characterized by an evolution in demand from "life support" to "professional medical care." We recommend establishing a tiered care system: providing a "home-based + upgraded services" model as the core for moderately disabled individuals, and creating a service network dominated by "institutional + professional medical care" for the severely disabled, complemented by a sliding-scale payment mechanism that prioritizes coverage for professional services under long-term care insurance. This approach aims to achieve precise allocation of care resources. The findings provide crucial evidence for the accurate provision of care services in an aging society, contributing to the policy goal of "aging with security."

Indexed as

Health Services Needs and DemandPatient PreferencePersons with DisabilitiesUrban PopulationAgedAged, 80 and overFemaleHumansMaleSurveys and Questionnairescare service needscare service preferencesdisabled older adultsdiscrete choice experimentWillingness-to-pay (WTP)

Identifiers

PMID41635440
PMCPMC12862934

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.