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An Automated View Classification Model for Pediatric Echocardiography Using Artificial Intelligence
Institution:1. Department of Cardiology, Boston Children''s Hospital, and Department of Pediatrics, Harvard Medical School, Boston, Massachusetts;2. One Brave Idea, Division of Cardiovascular Medicine, Brigham and Women''s Hospital and Harvard Medical School, Boston, Massachusetts;1. University of Washington School of Medicine, Seattle, Washington;2. Indiana University School of Medicine, Indianapolis, Indiana;1. Department of Biomedical Engineering, Medical College of Wisconsin, and Marquette University, Milwaukee, Wisconsin;2. Division of Pediatric Cardiology, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wisconsin;3. Division of Pediatric Cardiothoracic Surgery, Department of Surgery, Medical College of Wisconsin, Herma Heart Institute, Children''s Wisconsin, Milwaukee, Wisconsin;4. Department of Radiology, Medical College of Wisconsin, Milwaukee, Wisconsin;5. Department of Physiology, Medical College of Wisconsin, Milwaukee, Wisconsin;6. Department of Medicine, Division of Cardiovascular Medicine, Medical College of Wisconsin, Milwaukee, Wisconsin;7. Department of Mathematics and Statistical Sciences, Marquette University, Milwaukee, Wisconsin;1. Labatt Family Heart Center, Department of Pediatrics, The Hospital for Sick Children, Toronto, Ontario, Canada;2. Fetal and Neonatal Cardiology Program, Division of Cardiology, Department of Pediatrics, Stollery Children’s Hospital, Edmonton, Alberta, Canada;3. Department of Obstetrics & Gynecology, University of Alberta, Edmonton, Alberta, Canada;1. Department of Cardiology and the Department of Medicine, Scripps Mercy Hospital, San Diego, California;2. Brown University, Providence, Rhode Island;1. National Heart Centre, Singapore, Singapore;2. Duke-National University of Singapore Medical School, Singapore, Singapore;3. University Medical Centre Groningen, Groningen, The Netherlands;4. CardioVascular Institute and Division of Cardiology, Beth Israel Deaconess Medical Center, Boston, Massachusetts;5. Harvard Medical School, Boston, Massachusetts;1. Division of Cardiology, Massachusetts General Hospital, Boston, Massachusetts;2. Cardiovascular Performance Program, Massachusetts General Hospital, Boston, Massachusetts;3. Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts
Abstract:
Keywords:Artificial intelligence  Pediatric cardiology  Convolutional neural network  View classification  Echocardiography  A2C"}  {"#name":"keyword"  "$":{"id":"kwrd0040"}  "$$":[{"#name":"text"  "_":"Apical two-chamber  A3C"}  {"#name":"keyword"  "$":{"id":"kwrd0050"}  "$$":[{"#name":"text"  "_":"Apical three-chamber  A4C"}  {"#name":"keyword"  "$":{"id":"kwrd0060"}  "$$":[{"#name":"text"  "_":"Apical four-chamber  A4C MV PW"}  {"#name":"keyword"  "$":{"id":"kwrd0070"}  "$$":[{"#name":"text"  "_":"Mitral valve pulsed-wave Doppler tracing  AI"}  {"#name":"keyword"  "$":{"id":"kwrd0080"}  "$$":[{"#name":"text"  "_":"Artificial intelligence  CHD"}  {"#name":"keyword"  "$":{"id":"kwrd0090"}  "$$":[{"#name":"text"  "_":"Congenital heart disease  CNN"}  {"#name":"keyword"  "$":{"id":"kwrd0100"}  "$$":[{"#name":"text"  "_":"Convolutional neural network  HLP Transverse"}  {"#name":"keyword"  "$":{"id":"kwrd0110"}  "$$":[{"#name":"text"  "_":"High left parasternal transverse branch pulmonary arteries  PLAX"}  {"#name":"keyword"  "$":{"id":"kwrd0120"}  "$$":[{"#name":"text"  "_":"Parasternal long-axis  PLAX AoV"}  {"#name":"keyword"  "$":{"id":"kwrd0130"}  "$$":[{"#name":"text"  "_":"Parasternal long-axis aortic valve  PSAX PM"}  {"#name":"keyword"  "$":{"id":"kwrd0140"}  "$$":[{"#name":"text"  "_":"Parasternal short-axis papillary muscle level  SC SAX Sweep"}  {"#name":"keyword"  "$":{"id":"kwrd0150"}  "$$":[{"#name":"text"  "_":"Subcostal short-axis sweep
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