ArticleHealth policy and planning2025
Enhancing health system efficiency in China: considering the interaction between use of primary care and the demand for secondary and tertiary care.
Article in Health policy and planning, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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The trial behind it
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Who cites it
9 citing papers in PubMed.
- An unintended complementarity: how the outpatient pooling policy increases inpatient services in China.Health policy and planning · 2026Article
- Short-Term Repeat Healthcare Visits and Area-Level Inequalities in a Primary Care-Centered Health System.International journal of environmental research and public health · 2026Article
- Impact of the Tiered-Network Healthcare Policy (TNHP) on the health resource allocation, patients flow and service efficiencies of Primary Healthcare Institutions (PHCIs) in China: an interrupted time series study.BMC health services research · 2026Article
- Association of Mobile-Enhanced Remote Patient Monitoring with Blood Pressure Control in Hypertensive Patients with Comorbidities: A Multicenter Pre-Post Evaluation.Diagnostics (Basel, Switzerland) · 2026Article
- A qualitative study on the self-management experience and needs of postmenopausal patients with metabolic dysfunction-associated steatotic liver disease from the perspective of active health.Frontiers in public health · 2026Article
- Policy frameworks for promoting public hospital development in major economies: implications for China.Frontiers in public health · 2026Review
- Supply-demand governance of hierarchical healthcare systems: mobile big data unveils non-random patient flow patterns and the bypass premium in cities.Frontiers in public health · 2026Article
- Distribution dynamics and spatial dependence in healthcare resource allocation efficiency: evidence of path dependence and club formation in China.Frontiers in public health · 2026Article
- Digital nudges and gamification: how the China state promotes citizens to manage chronic diseases in neighborhoods.BMC public health · 2025Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
This study examines the substitution effects and complementary dynamics between outpatient and inpatient services across different levels of hospital care in China's tiered healthcare system. The data of this study originated from official administrative medical insurance reimbursement records from 2013 to 2019, with a final sample size of 1 520 263 patients. Using individual-level data and controlling for regional variations through fixed-effects models, we identify significant patterns in healthcare utilization that provide actionable insights for enhancing system efficiency. We have found a notable substitution effect: increased utilization of primary care services was negatively associated with the demand for secondary and tertiary care, thereby supporting ongoing health policy reforms. Additionally, outpatient services at primary care facilities could reduce the demand for both outpatient and inpatient services at higher-level hospitals. The homogeneity of outpatient services further facilitated substitution across care levels, allowing primary and secondary care to increasingly manage clinical cases previously handled by tertiary hospitals. Finally, we explored the complementary relationship between outpatient and inpatient services within the same care level, emphasizing highlighting how financial incentives contribute to induced hospitalization in China's healthcare system. These findings suggest that healthcare policies must be adjusted to address systemic inefficiencies and realign financial incentives in order to improve resource allocation and patient care.
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Registered trials
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.