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 |
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Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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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. |
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ISSN: | 0169-2607 1872-7565 |
DOI: | 10.1016/j.cmpb.2017.02.016 |