Robust Automated Harmonization of Heterogeneous Data Through Ensemble Machine Learning: Algorithm Development and Validation Study

Abstract BackgroundCohort studies contain rich clinical data across large and diverse patient populations and are a common source of observational data for clinical research. Because large scale cohort studies are both time and resource intensive, one alternative is to harmoni...

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Bibliographic Details
Main Authors: Doris Yang, Doudou Zhou, Steven Cai, Ziming Gan, Michael Pencina, Paul Avillach, Tianxi Cai, Chuan Hong
Format: Article
Language:English
Published: JMIR Publications 2025-01-01
Series:JMIR Medical Informatics
Online Access:https://medinform.jmir.org/2025/1/e54133
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