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Chinese-Named Entity Recognition From Adverse Drug Event Records: Radical Embedding-Combined Dynamic Embedding-Based BERT in a Bidirectional Long Short-term Conditional Random Field (Bi-LSTM-CRF) Model.

Hong WuJiatong JiHaimei TianYao ChenWeihong GeHaixia ZhangFeng YuXiaoMing DaiMitsuhiro NakamuraJun Liao
Published in: JMIR medical informatics (2021)
The proposed model was competitive in extracting ADR-related information from ADE reports, and the results suggest that the application of our method to extract ADR-related information is of great significance in improving the quality of ADR reports and postmarketing drug safety evaluation.
Keyphrases
  • adverse drug
  • electronic health record
  • drug induced
  • emergency department
  • health information
  • oxidative stress
  • healthcare
  • neural network