CODA: an open-source platform for federated analysis and machine learning on distributed healthcare data.

Louis-Antoine Mullie Jonathan AfilaloPatrick ArchambaultRima BouchakriKip BrownDavid L BuckeridgeYiorgos Alexandros CavayasAlexis F TurgeonDenis MartineauFrançois LamontagneMartine LebrasseurRenald LemieuxJeffrey LiMichaël SauthierPascal St-OngeAn TangWilliam WittemanMichaël Chassé

Published in: Journal of the American Medical Informatics Association : JAMIA (2024)

The CODA platform was developed and successfully deployed in a public healthcare setting in Canada, with heterogeneous information technology systems and capabilities. Ongoing efforts will use the platform to develop and prospectively validate models for risk assessment, proactive monitoring, and resource usage. Further work will also make tools available to facilitate migration from legacy formats to FHIR and DICOM.

Keyphrases

healthcare
machine learning
risk assessment
high throughput
big data
health information
artificial intelligence
social media
deep learning
quality improvement