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Knowledge-based best of breed approach for automated detection of clinical events based on German free text digital hospital discharge letters.

Maximilian KönigAndré SanderIlja DemuthDaniel DiekmannElisabeth Steinhagen-Thiessen
Published in: PloS one (2019)
We could show that our approach of combining a NLP pipeline, a terminology server, and a rules engine for the purpose of automated detection of clinical events such as drug-disease interactions from free text digital hospital discharge letters was effective. There is huge potential for the implementation in clinical and research contexts, as this approach enables analyses of very high numbers of medical free text documents within a short time period.
Keyphrases
  • healthcare
  • machine learning
  • primary care
  • deep learning
  • high throughput
  • emergency department
  • real time pcr
  • small molecule
  • label free
  • quality improvement
  • protein protein
  • electronic health record