Multinational Federated Learning Approach to Train ECG and Echocardiogram Models for Hypertrophic Cardiomyopathy Detection.
Shinichi GotoDivyarajsinhji SolankiJenine E JohnRyuichiro YagiMax HomiliusGenki IchiharaYoshinori KatsumataHanna K GagginYuji ItabashiCalum A MacRaeRahul C DeoPublished in: Circulation (2022)
Federated learning improved the generalizability of models that use ECGs and echocardiograms to detect and differentiate HCM from other causes of hypertrophy compared with training within a single institution.