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Are synthetic clinical notes useful for real natural language processing tasks: A case study on clinical entity recognition.

Jianfu LiYujia ZhouXiaoqian JiangKarthik NatarajanSerguei Vs PakhomovHongfang LiuHua Xu
Published in: Journal of the American Medical Informatics Association : JAMIA (2021)
: Recent advances in text generation have made it possible to generate synthetic clinical notes that could be useful for training NER models for information extraction from natural clinical notes, thus lowering the privacy concern and increasing data availability. Further investigation is needed to apply this technology to practice.
Keyphrases
  • healthcare
  • primary care
  • big data
  • electronic health record
  • quality improvement
  • artificial intelligence