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DEPLOYR: a technical framework for deploying custom real-time machine learning models into the electronic medical record.

Conor K CorbinRob MaclayAakash AcharyaSreedevi MonySoumya PunnathanamRahul ThapaNikesh KotechaNigam Haresh ShahJonathan H Chen
Published in: Journal of the American Medical Informatics Association : JAMIA (2023)
Machine learning applications in healthcare are extensively researched, but successful translations to the bedside are rare. By describing DEPLOYR, we aim to inform machine learning deployment best practices and help bridge the model implementation gap.
Keyphrases
  • machine learning
  • healthcare
  • artificial intelligence
  • primary care
  • big data
  • deep learning
  • multidrug resistant
  • quality improvement