Optimization of Health Service Utilization Among Elderly People with Chronic Diseases in Rural Ethnic Minorities in Northwest Yunnan Using Graph Neural Networks

The proposed model achieves a Macro-F1 of 0.83, outperforming XGBoost (0.76), effectively identifying high-risk groups, locating service bottlenecks, and supporting precise health resource optimization.

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Publication Details

Journal
Blockchain in Healthcare Today
Published
2025-12-06
DOI
https://doi.org/10.30953/bhty.v8.436
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
0.00

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article

Optimization of Health Service Utilization Among Elderly People with Chronic Diseases in Rural Ethnic Minorities in Northwest Yunnan Using Graph Neural Networks

Jing Zhang, Haitao Fan
Blockchain in Healthcare Today
Machine Learning in Healthcare
article

Optimization of Health Service Utilization Among Elderly People with Chronic Diseases in Rural Ethnic Minorities in Northwest Yunnan Using Graph Neural Networks

Jing Zhang, Haitao Fan
article en

Abstract

The proposed model achieves a Macro-F1 of 0.83, outperforming XGBoost (0.76), effectively identifying high-risk groups, locating service bottlenecks, and supporting precise health resource optimization.

Blockchain in Healthcare TodayVol. 8(3)
Yunnan University (CN)
Yunnan Provincial Department of Education
Openalex Percentile: Top 78%
Machine Learning in Healthcare
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Optimization of Health Service Utilization Among Elderly People with Chronic Diseases in Rural Ethnic Minorities in Northwest Yunnan Using Graph Neural Networks — Jing Zhang, Haitao Fan · Blockchain in Healthcare Today (2025) | TGRS Research Map | TGRS