ArticleInternational journal for equity in health2024
Uneven primary healthcare supply of rural doctors and medical equipment in remote China: community impact and the moderating effect of policy intervention.
Article in International journal for equity in health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
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27 citing papers in PubMed.
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- A Graph Attention Network-Based Multimodal Auxiliary Intelligent Grading Model for Uterine Prolapse Severity.International urogynecology journal · 2026Article
- Patient-Physician Ethnic Concordance and its Impact on Care Continuity: First Evidence from Tibet.Journal of racial and ethnic health disparities · 2026Article
- The effects of perceived stress on compassion fatigue and SWB in medical interns from vocational colleges: the mediation of social support, psychological resilience, and coping styles.European journal of medical research · 2026Article
- Impact of the compact county medical service community policy on healthcare resource allocation and healthcare service utilization in village clinics: a difference-in-differences analysis in rural Sichuan, China.Frontiers in public health · 2026Article
- Breaking the "idling dilemma" of donated medical equipment: a TDABC-based analysis of health policy failure and a pathway to reform.Frontiers in public health · 2026Article
- Factors influencing residents' willingness to choose medical institutions first for treatment in the highland agricultural and pastoral areas of Qinghai province: a study based on the Anderson model.Frontiers in health services · 2026Article
- Identifying the Challenges in Self-Management and Preferences for Digital Health Technologies Use Among COPD Patients Based on the CeHRes Roadmap: A Formative Qualitative Study.International journal of chronic obstructive pulmonary disease · 2026Article
- Research on intellectual property rights and legal liability definition of artificial intelligence-assisted pediatric disease diagnosis system.Frontiers in public health · 2026Article
- Transitional care gaps and caregiver burden after ICU discharge: a cross-sectional study of patient-caregiver dyads.Frontiers in public health · 2026Article
- Labor intensity as an independent risk factor for frailty in older farmers: evidence from a multi-region survey in Guizhou, China.Frontiers in public health · 2026Article
- A questionnaire survey of healthcare access and dietary habits in a rural Japanese community: implications for potential community pharmacy roles.Journal of pharmaceutical health care and sciences · 2025Article
- Acceptance of healthcare services based on the large language model in China: a national cross-sectional study.BMC public health · 2025Article
- The application of robotic and artificial intelligence technologies in spinal surgery: a review focused on prospects in remote areas of China.Journal of robotic surgery · 2025Review
- Knowledge, attitudes, and practices of patients with endometriosis regarding endometriosis surgery and postoperative care in Liaoning Province, China: a cross-sectional analysis.BMC pregnancy and childbirth · 2025Article
- Strategies for enhancing PHC accessibility through mobile and capsule clinics: a spatial location allocation study in China.BMC health services research · 2025Article
- Ethnic Disparities in Mental Health Among Adults in China.JAMA network open · 2025Article
- Knowledge, attitudes, and practices of chemotherapy adverse reactions and care among patients with gastrointestinal lymphoma.Frontiers in medicine · 2025Article
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6 authors.
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Abstract
backgroundUnequal access to primary healthcare (PHC) has become a critical issue in global health inequalities, requiring governments to implement policies tailored to communities' needs and abilities. However, the place-based facility dimension of PHCs is oversimplified in current healthcare literature, and formulating the equity-oriented PHC spatial planning remains challenging without understanding the multiple impacts of community socio-spatial dynamics, particularly in remote areas. This study aims to push the boundary of PHC studies one step further by presenting a nuanced and dynamic understanding of the impact of community environments on the uneven primary healthcare supply.
methodsFocusing on Shuicheng, a remote rural area in southwestern China, multiple data are included in this village-based study, i.e., the facility-level healthcare statistics data (2016-2019), the statistical yearbooks, WorldPop, and Chinese GDP's spatial distribution data. We evaluate villages' PHC service capacity using the number of doctors and essential equipment per capita, which are the major components of China's PHC delivery. The indicators describing community environments are selected based on extant literature and China's planning paradigms, including town- and village-level factors. Gini coefficients and local spatial autocorrelation analysis are used to present the divergences of PHC capacity, and multilevel regression model and (heterogeneous) difference in difference model are used to examine the driving role of community environments and the dynamics under the policy intervention.
resultsDespite the general improvement, PHC inequalities remain significant in remote rural areas. The village's location, aging, topography, ethnic autonomy, and economic conditions significantly influence village-level PHC capacity, while demographic characteristics and healthcare delivery at the town level are also important. Although it may improve the hardware setting in village clinics (coef. = 0.350), the recent equity-oriented policy attempts may accelerate the loss of rural doctors (coef. = - 0.517). Notably, the associations between PHC and community environments are affected inconsistently by this round of policy intervention. The town healthcare centers with higher inpatient service capacity (coef. = - 0.514) and more licensed doctors (coef. = - 0.587) and nurses (coef. = - 0.344) may indicate more detrimental policy effects that reduced the number of rural doctors, while the centers with more professional equipment (coef. = 0.504) and nurses (coef. = 0.184) are beneficial for the improvement of hardware setting in clinics.
conclusionsThe findings suggest that the PHC inequalities are increasingly a result of joint social, economic, and institutional forces in recent years, underlining the increased complexity of the PHC resource allocation mechanism. Therefore, we claim the necessity to incorporate a broader understanding of community orientation in PHC delivery, particularly the interdisciplinary knowledge of the spatial lens of community, to support its sustainable development. Our findings also provide timely policy insights for ongoing primary healthcare reform in China.
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