Related Experiment Video
Updated: Jan 15, 2026

Trajectory Data Analyses for Pedestrian Space-time Activity Study
Published on: February 25, 2013
Spatial accessibility evaluation and clustering analysis of primary healthcare within 15 min circles in a northern
Jiarui Han1, Liping Fu2, Xiaowang Zhang3
1College of Management and Economics, Tianjin University, Weijin Road Campus of Tianjin University, Nankai District, Tianjin, 300072, China.
Abstract:
Primary healthcare centers (PHCs) play a crucial role in China's hierarchical medical system by providing essential community-level services. This study takes Tianjin, a major northern metropolis, as a case study to evaluate the spatial accessibility of PHCs and identify intra-city disparities. Using POI data to locate PHCs, population data to model healthcare demand, and road network data to simulate travel times, the Gaussian Two-Step Floating Catchment Area method was applied to measure primary healthcare accessibility within a 15 min travel threshold. The results revealed that PHC accessibility declined from the city center to the periphery, influenced by population density, economic development, and road network. Central districts like Heping and Nankai exhibited high accessibility, while Wuqing and Jizhou also performed well due to their strategic locations. In contrast, suburban and outer suburban districts such as Dongli, Jinghai, and Ninghe faced significant shortages in primary healthcare services. Spatial autocorrelation analysis using Global and Local Moran's I identified high-accessibility clusters in Nankai Beichen, Wuqing, and Jizhou, and low-accessibility clusters mainly in the outer suburbs. Furthermore, K-means clustering analysis categorized Tianjin into four groups, suggesting targeted policies to enhance healthcare equity by redistributing resources, improving transport infrastructure, and expanding telemedicine, particularly in underserved areas.
Related Concept Videos
Primary Healthcare Services
In 1978, international leaders convened in Alma-Ata, Kazakhstan, for what would be a pivotal event in global health. The Alma-Ata Declaration was the first to call...
Methods Of Healthcare Delivery System
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Manipulation and Analysis
Specialized Care Centers and Settings-II
Rural health centers are specialized care facilities in remote locations with very few medical personnel. The primary care providers who run the centers are mostly Registered Nurse Practitioners. Here, emergency treatment is provided to critically ill or injured patients before they are transferred to the closest hospital. Fortunately, due to advancement in technology, many rural healthcare facilities and professionals have easy access to diagnostic and treatment...
Sampling Plans
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Specialized Care Centers and Settings-I
Daycare centers
They provide several functions. Some facilities care for healthy newborns and children whose parents work, while others are medically focused and care for...

