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A study of the transferability of influenza case detection systems between two large healthcare systems.

Ye YeMichael M WagnerGregory F CooperJeffrey P FerraroHoward SuPer H GestelandPeter J HaugNicholas E MillettJohn M AronisAndrew J NowalkVictor M RuizArturo López PinedaLingyun ShiRudy Van BreeThomas GinterFuchiang Tsui
Published in: PloS one (2017)
We demonstrated high influenza case detection performance in two large healthcare systems in two geographically separated regions, providing evidentiary support for the use of automated case detection from routinely collected electronic clinical notes in national influenza surveillance. The transferability could be improved by training Bayesian network classifier locally and increasing the accuracy of the NLP parser.
Keyphrases
  • healthcare
  • loop mediated isothermal amplification
  • real time pcr
  • label free
  • public health
  • machine learning
  • deep learning
  • health information
  • single cell
  • social media