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Effective Information Extraction Framework for Heterogeneous Clinical Reports Using Online Machine Learning and Controlled Vocabularies.

Shuai ZhengJames J LuNima GhasemzadehSalim Salim HayekArshed A QuyyumiFusheng Wang
Published in: JMIR medical informatics (2017)
IDEAL-X adopts a unique online machine learning-based approach combined with controlled vocabularies to support data extraction for clinical reports. The system can quickly learn and improve, thus it is highly adaptable.
Keyphrases
  • machine learning
  • health information
  • big data
  • social media
  • artificial intelligence
  • adverse drug
  • healthcare
  • electronic health record