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Identification of Semantically Similar Sentences in Clinical Notes: Iterative Intermediate Training Using Multi-Task Learning.

Diwakar MahajanAnanya PoddarJennifer J LiangYen-Ting LinJohn M PragerParthasarathy SuryanarayananPreethi RaghavanChing-Huei Tsou
Published in: JMIR medical informatics (2020)
This study demonstrates that IIT-MTL is an effective way to leverage annotated data from related tasks to improve performance on a target task with a limited data set. This contribution opens new avenues of exploration for optimized data set selection to generate more robust and universal contextual representations of text in the clinical domain.
Keyphrases
  • electronic health record
  • big data
  • working memory
  • magnetic resonance imaging
  • data analysis
  • computed tomography
  • machine learning
  • artificial intelligence
  • virtual reality
  • drug induced