Cumulus: A federated EHR-based learning system powered by FHIR and AI.

Andrew J McMurry Daniel I Gottlieb Timothy A Miller James R Jones Ashish AtrejaJennifer CragoPankaja M Desai Brian Edward Dixon Matthew Garber Vladimir IgnatovLyndsey A KirchnerPhilip Richard Orrin Payne Anil J Saldanha Prabhu R V Shankar Yauheni V Solad Elizabeth A Sprouse Michael Terry Adam B Wilcox Kenneth D Mandl

Published in: medRxiv : the preprint server for health sciences (2024)

Cumulus addresses barriers to data sharing based on (1) federally required support for standard APIs (2), increasing use of cloud computing, and (3) advances in AI. There is potential for scalability to support learning across myriad network configurations and use cases.

Keyphrases

artificial intelligence
electronic health record
big data
social media
health information
healthcare
deep learning
network analysis