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Development and validation of MicrobEx : an open-source package for microbiology culture concept extraction.

Garrett EickelbergYuan LuoLazaro Nelson Sanchez-Pinto
Published in: JAMIA open (2022)
offers an open-source software solution (available on both GitHub and PyPI) for bacterial culture status estimation and bacterial species extraction from free-text microbiology reports. The package was designed to be reused and adapted to individual institutions as an upstream process for other clinical applications such as: machine learning, clinical decision support, and disease surveillance systems.
Keyphrases
  • clinical decision support
  • machine learning
  • electronic health record
  • public health
  • infectious diseases
  • smoking cessation
  • adverse drug
  • big data
  • emergency department
  • deep learning
  • genetic diversity