ArticleFrontiers in public health2022
Healthcare preferences of the general Chinese population in the hierarchical medical system: A discrete choice experiment.
Article in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
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Who cites it
17 citing papers in PubMed, 1 synthesis or guideline pooled it, 22 citations in OpenAlex.
- The Evolving Landscape of Discrete Choice Experiments in Health Economics: A Systematic Review.PharmacoEconomics · 2025Pooled it
- Residents' preference trade-offs for critical illness insurance scheme design: a discrete choice experiment in Shandong Province, China.Health policy and planning · 2026Article
- Deficit accumulation frailty and risk of incident chronic kidney disease: a prospective analysis of the UK biobank and CHARLS cohorts.International urology and nephrology · 2026Article
- Policy Levers for First-Contact Healthcare Provider Choice: A Discrete Choice Experiment in Shanghai's Hierarchical Medical System.Applied health economics and health policy · 2026Article
- Rehabilitation status and preference for medical choice behaviours of long COVID-19 in China: a national cross-sectional study and discrete choice experiment.Journal of global health · 2026Article
- Preference for inpatient services among the unemployed with multi-chronic conditions: a discrete choice experiment.BMC health services research · 2026Article
- Public preferences for preventative dental care: a discrete choice experiment in China.Frontiers in public health · 2026Article
- Factors Influencing Physicians' Referral Decision-Making for Rehabilitation Outpatient Services in the Health Care Landscape of China: Cross-Sectional Study.Interactive journal of medical research · 2025Article
- Inpatient preferences among patients with multiple chronic conditions in China: A discrete choice experiment.BMC primary care · 2025Article
- Co-evolution of private and public hospitals: spatiotemporal disparities, geospatial interactions, and social determinants over 19 years in Sichuan, China.Frontiers in public health · 2025Article
- Behavioral Determinants of Hospital Selection in Urological Care: Evidence From China's Hierarchical Healthcare System.Risk management and healthcare policy · 2025Article
- Spatial optimization of hierarchical healthcare facilities driven by multi-source data: a case study of Shenyang, China.Frontiers in public health · 2025Article
- The association between internet use and the choice of medical institution among Chinese older adults.BMC geriatrics · 2024Article
- Rapid growth of private hospitals in China: emerging challenges and opportunities to health sector management.The Lancet regional health. Western Pacific · 2024Review
- Choices of medical institutions and associated factors in older patients with multimorbidity in stabilization period in China: A study based on logistic regression and decision tree model.Health care science · 2023Article
- Valuing Chinese medicine quality of life-11 dimensions (CQ-11D) health states using a discrete choice experiment with survival duration (DCEHealth and quality of life outcomes · 2023Article
- Preferences of patients with diabetes mellitus for primary healthcare institutions: a discrete choice experiment in China.BMJ open · 2023Article
Corrections and comments
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Authors and funding
14 authors at 6 institutions in 5 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Chinese health insurance system faces resource distribution challenges. A patient-centric approach allows decision-makers to be keenly aware of optimized medical resource allocation. Objective: This study aims to use the discrete choice model to determine the main factors affecting the healthcare preferences of the general Chinese population and their weights in the three scenarios (chronic non-communicable diseases, acute infectious diseases, and major diseases). Methods: This study firstly identified the key factors affecting people's healthcare preferences through literature review and qualitative interviews, and then designed the DCE questionnaire. An online questionnaire produced by Lighthouse Studio (version 9.9.1) software was distributed to voluntary respondents recruited from mainland China's entire population from January 2021 to June 2021. Participants were required to answer a total of 21 questions of three scenarios in the questionnaire. The multinomial logit model and latent class model were used to analyze the collected data. Results: A total of 4,156 participants from mainland China were included in this study. The multinomial logit and latent class model analyses showed that medical insurance reimbursement is the most important attribute in all three disease scenarios. In the scenario of "non-communicable diseases," the attributes that participants valued were, from the most to the least, medical insurance reimbursement (45.0%), hospital-level (21.6%), distance (14.4%), cost (9.7%), waiting time (8.3%), and care provider (1.0%). As for willingness to pay (WTP), participants were willing to pay 204.5 yuan, or 1,743.8 yuan, to change from private hospitals or community hospitals to tertiary hospitals, respectively. Conclusions: This study explores the healthcare preferences of Chinese residents from a new perspective, which can provide theoretical reference for the refinement of many disease medical reimbursement policies, such as developing different reimbursement ratios for various common diseases and realizing rational configuration of medical resources.
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