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PICO entity extraction for preclinical animal literature.

Qianying WangJing LiaoMirella LapataMalcolm Robert MacLeod
Published in: Systematic reviews (2022)
Our study indicates that of the approaches tested, BERT pre-trained on PubMed abstracts is the best for both PICO sentence classification and PICO entity recognition in the preclinical abstracts. Self-training yields better performance for identifying comparators and strains.
Keyphrases
  • systematic review
  • cell therapy
  • escherichia coli
  • machine learning
  • deep learning
  • stem cells
  • mesenchymal stem cells
  • bone marrow
  • high intensity