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Automated Detection of Aortic Stenosis Using Machine Learning
Affiliation:1. CardioVascular Center, Tufts Medical Center, Boston, Massachusetts;2. Department of Computer Science, Tufts University, Medford, Massachusetts;3. CVAI Solutions, Dorchester, Massachusetts;4. Department of Medicine, Tufts Medical Center, Boston, Massachusetts;5. iCardio.ai, Los Angeles, California;1. University of Rennes, CHU Rennes, Inserm, Rennes, France;2. University of Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1011- EGID, Lille, France;3. Cardiovascular Research Foundation, New York, New York;4. Marcus Heart Valve Center, Piedmont Heart Institute, Atlanta, Georgia
Abstract:
Keywords:Aortic stenosis  Screening  Machine learning  Echocardiography  Transthoracic Echocardiography  2D"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0040"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Two-dimensional  A4C"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0050"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Apical four-chamber  AoV"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0060"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Aortic valve  AS"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0070"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Aortic stenosis  AUROC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0080"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Area under the receiver operating characteristic curve  ML"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0090"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Machine learning  PLAX"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0100"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Parasternal long-axis  PSAX"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0110"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Parasternal short-axis  TMED-2"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0120"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Tufts Medical Echocardiogram Dataset, version 2  TTE"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0130"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Transthoracic echocardiographic
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