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