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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 Deo
Published 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.
Keyphrases
  • hypertrophic cardiomyopathy
  • left ventricular
  • heart rate
  • loop mediated isothermal amplification
  • high speed
  • virtual reality
  • real time pcr
  • mass spectrometry
  • high resolution
  • atrial fibrillation