ArticleHeliyon2024
A study of the spatial network structure of ethnic regions in Northwest China based on multiple factor flows in the context of COVID-19: Evidence from Ningxia.
Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
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Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it, 55 citations in OpenAlex.
- Prevalence, Comparative Risk, and Predictors of Shock in Children With Multisystem Inflammatory Syndrome Associated With COVID-19: A Systematic Review and Meta-Analysis.Journal of paediatrics and child health · 2026Pooled it
- Vitamins impacting mental/physical well-being during viral pandemics: a mechanistic review based on COVID-19: a comprehensive review.Inflammopharmacology · 2026Review
- Cytokine-Driven Immune Phenotypes at Delivery as Indicators of Malaria Infection Among Primigravidae in Burkina Faso: An Exploratory Analysis.Tropical medicine and infectious disease · 2026Article
- The role of multimodality in clinical disease diagnosis: advances, challenges, and opportunities.Frontiers in public health · 2026Review
- Epidemiological study ofFrontiers in veterinary science · 2026Article
- Knowledge of stroke warning signs, attitudes to emergency activation, and help-seeking practices among adults in a hospital catchment: a single-center KAP study.Frontiers in public health · 2026Article
- Frequency of diseases and use of medicinal plants in adults in a rural Peruvian community.Frontiers in public health · 2026Article
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- Spatial structure and organization of the medical device industry urban network in China: evidence from specialized, refined, distinctive, and innovative firms.Frontiers in public health · 2025Article
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- Investigating the impact of the internet on managing green financial innovation and improving agricultural conditions in water-scarce Asian regions using ANN modeling.Scientific reports · 2024Article
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- The impact of farmers' participation in green cooperative production on green performance-A study based on the moderating effect of environmental regulation.Scientific reports · 2024Article
- Impact of the digital economy on carbon dioxide emissions in resource-based cities.Scientific reports · 2024Article
- A cross-sectional study of parental perspectives on children about COVID-19 and classification using machine learning models.Frontiers in public health · 2024Article
- Green credit policy and residents' health: quasi-natural experimental evidence from China.Frontiers in public health · 2024Article
- Article
Corrections and comments
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Authors and funding
5 authors at 5 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As an underdeveloped and low-income region, the development of minority regions in Northwest China is crucial. As an important part of minority regions, Ningxia Hui Autonomous Region has insufficient endogenous power for stable economic development and high risk of returning to poverty. On the whole, the Ningxia county network shows a spatial pattern of high in the north and low in the south. However, there are great differences in the centrality of different factor flow networks. The factor connections between most counties are weak, and a close innovation network has not yet been formed. There is an obvious administrative clique structure, showing a certain degree of self-enclosure. The factor flows between counties are relatively uniform and greatly affected by geographic distance. From the perspective of integrated flow, the Ningxia county network presents a distinct core-periphery circle structure. Population size and GDP are the main factors affecting the spatial network. The policy implication of this study is that Ningxia Autonomous Prefecture should coordinate the planning of the region's economy, technology, and transportation, so as to reduce the development gap between counties by enhancing the closeness of the county spatial association network, and ultimately realize the region's high-quality development.
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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.