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  • NLP based congestive heart ...
    Wang, Yue; Luo, Jin; Hao, Shiying; Xu, Haihua; Shin, Andrew Young; Jin, Bo; Liu, Rui; Deng, Xiaohong; Wang, Lijuan; Zheng, Le; Zhao, Yifan; Zhu, Chunqing; Hu, Zhongkai; Fu, Changlin; Hao, Yanpeng; Zhao, Yingzhen; Jiang, Yunliang; Dai, Dorothy; Culver, Devore S; Alfreds, Shaun T; Todd, Rogow; Stearns, Frank; Sylvester, Karl G; Widen, Eric; Ling, Xuefeng B

    International journal of medical informatics (Shannon, Ireland), 12/2015, Letnik: 84, Številka: 12
    Journal Article

    Highlights • We proposed an algorithm that can find CHF cases from EMR and clinical notes. • Our NLP analytics prospectively identified 11.6% additional CHF cases in Maine. • On the manual reviewed dataset, the algorithm achieved an F -score of 0.753. • The algorithm was deployed to Maine HIE and identify CHF cases in real-time.