A machine learning-based framework to identify type 2 diabetes through electronic health records

Tao Zheng,Wei Xie,Liling Xu,Xiaoying He,Ya Zhang,Mingrong You, Gong Yang,You Chen

International Journal of Medical Informatics（2017）

Cited 242|Views69

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Abstract

•A machine learning-based framework to identify type 2 diabetes subjects.•The framework achieved high identification performances (∼0.98 in average AUC).•The framework focused on reducing missing rate to identify more type 2 diabetes subjects.

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Key words

Electronic health records,Type 2 diabetes,Data mining,Feature engineering,Machine learning

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