1. Influential factors of intercity patient mobility and its network structure in China
- Author
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Jiaqi Ding, Yang Chao, Yueyao Wang, Pengfei Li, Fulin Wang, Yuhao Kang, Haoyang Wang, Ze Liang, Jiawei Zhang, Peien Han, Zheng Wang, Erxuan Chu, Shuangcheng Li, and Luxia Zhang
- Subjects
Urban Studies ,History ,Polymers and Plastics ,Sociology and Political Science ,Tourism, Leisure and Hospitality Management ,Business and International Management ,Development ,Industrial and Manufacturing Engineering - Abstract
Intercity patient mobility reflects the geographic mismatch between healthcare resources and the population, and has rarely been studied with big data at large spatial scales. In this study, we investigated the patterns of intercity patient mobility and factors influencing this behavior based on over 4 million hospitalization records of patients with chronic kidney disease in China. To provide practical policy recommendations, a role identification framework informed by complex network theory was proposed considering the strength and distribution of connections of cities in mobility networks. Such a mobility network features multiscale community structure with “universal administrative constraints and a few boundary breaches”. We discovered that cross-module visits which accounted for only 20 % of total visits, accounted for >50 % of the total travel distance. The explainable machine learning modeling results revealed that distance has a power-law-like effect on flow volume, and high-quality healthcare resources are an important driving factor. This study provides not only a methodological reference for patient mobility studies but also valuable insights into public health policies.
- Published
- 2023
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