Characterizing Mitral Regurgitation With Precision Phenotyping and Unsupervised Learning

David Ouyang*, James D. Thomas

*Corresponding author for this work

Research output: Contribution to journalEditorialpeer-review

4 Scopus citations
Original languageEnglish (US)
Pages (from-to)2301-2302
Number of pages2
JournalJACC: Cardiovascular Imaging
Issue number12
StatePublished - Dec 2021


  • echocardiography
  • machine learning
  • mitral regurgitation
  • percutaneous valve intervention
  • structural echo
  • unsupervised learning

ASJC Scopus subject areas

  • Cardiology and Cardiovascular Medicine
  • Radiology Nuclear Medicine and imaging

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