Machine Learning-Enabled Clinical Information Systems Using Fast Healthcare Interoperability Resources Data Standards: Scoping Review.

Jeremy A Balch Matthew M Ruppert Tyler J Loftus Ziyuan Guan Yuanfang Ren Gilbert R Upchurch Tezcan Ozrazgat-Baslanti Parisa Rashidi Azra Bihorac

Published in: JMIR medical informatics (2023)

Shortcomings in current ML-CISs can be addressed by incorporating modular and interoperable data management, analytic platforms, secure interinstitutional data exchange, and application programming interfaces with adequate scalability to support both real-time and prospective clinical applications that use electronic health record platforms with diverse implementations.

Keyphrases

electronic health record
clinical decision support
healthcare
machine learning
big data
adverse drug
artificial intelligence
health information
social media
data analysis