A Study of EMR-based Medical Knowledge Network and Its Applications

Highlights • We construct an EMR-based medical knowledge network (EMKN) to represent medical knowledge. • The network shows some complex properties, including small-world property, scale-free property and community structure. • Based on the network, we propose a simple but universal diagnosis model....

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Veröffentlicht in:Computer methods and programs in biomedicine 2017-05, Vol.143, p.13-23
Hauptverfasser: Zhao, Chao, Jiang, Jingchi, Xu, Zhiming, Guan, Yi
Format: Artikel
Sprache:eng
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Zusammenfassung:Highlights • We construct an EMR-based medical knowledge network (EMKN) to represent medical knowledge. • The network shows some complex properties, including small-world property, scale-free property and community structure. • Based on the network, we propose a simple but universal diagnosis model. This model takes symptom entities as inputs, and returns the disease entities as outputs. • This model only needs simple features as inputs, and is not restricted to a specific disease. • Our study results experimentally demonstrate the effectiveness of EMKN.
ISSN:0169-2607
1872-7565
DOI:10.1016/j.cmpb.2017.02.016