Cumulus: a federated electronic health record-based learning system powered by Fast Healthcare Interoperability Resources and artificial intelligence.
Andrew J McMurryDaniel I GottliebTimothy A MillerJames R JonesAshish AtrejaJennifer CragoPankaja M DesaiBrian Edward DixonMatthew GarberVladimir IgnatovLyndsey A KirchnerPhilip Richard Orrin PayneAnil J SaldanhaPrabhu R V ShankarYauheni V SoladElizabeth A SprouseMichael TerryAdam B WilcoxKenneth D MandlPublished in: Journal of the American Medical Informatics Association : JAMIA (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.