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tbiExtractor: A framework for extracting traumatic brain injury common data elements from radiology reports.

Margaret MahanDaniel RafterHannah CaseyMarta EngelkingTessneem AbdallahCharles TruwitMark OswoodUzma Samadani
Published in: PloS one (2020)
tbiExtractor is a validated algorithm for extraction of TBI common data elements from radiology reports. This automation reduces the time spent to extract structured data and improves the consistency of data extracted. Lastly, tbiExtractor can be used to stratify subjects into groups based on visible damage by partitioning the annotations of the pertinent clinical conditions on a radiology report.
Keyphrases
  • traumatic brain injury
  • electronic health record
  • artificial intelligence
  • big data
  • oxidative stress
  • machine learning
  • deep learning
  • data analysis
  • anti inflammatory
  • severe traumatic brain injury