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External causes of emergency department presentations: A missing piece to understanding unintentional childhood injury in Australia.

Jesani CatchpooleCatherine M NivenHolger MöllerJames E HarrisonRebecca Q IversSimon S CraigKirsten Vallmuur
Published in: Emergency medicine Australasia : EMA (2023)
This is the first large-scale study since the 1980s to explore external causes of unintentional childhood injury presenting to Australian paediatric EDs. It demonstrates a hybrid human-machine learning approach to create a standardised database to overcome data deficiencies. The results supplement existing knowledge of hospitalised paediatric injury to better understand the causes of childhood injury by age and sex, which require health service utilisation.
Keyphrases
  • emergency department
  • machine learning
  • early life
  • intensive care unit
  • endothelial cells
  • childhood cancer
  • healthcare
  • big data
  • adverse drug
  • deep learning
  • induced pluripotent stem cells
  • pluripotent stem cells