Original InvestigationMachine-Learning Algorithms to Automate Morphological and Functional Assessments in 2D Echocardiography
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The funders had no role in the study design, data collection and analysis, decision to publish or preparation of the manuscript. Drs. Shameer and Dudley have received the grants from National Institutes of Health: National Institute of Diabetes and Digestive and Kidney Diseases (R01DK098242); National Cancer Institute (U54CA189201); Illuminating the Druggable Genome; Knowledge Management Center sponsored by National Institutes of Health Common Fund; National Cancer Institute (U54-CA189201-02); National Center for Advancing Translational Sciences (UL1TR000067); and Clinical and Translational Science Award. Dr. Dudley has received consulting fees or honoraria from Janssen Pharmaceuticals, GlaxoSmithKline, AstraZeneca, and Hoffman-La Roche; is a scientific advisor to LAM Therapeutics; and holds equity in NuMedii Inc., Ayasdi Inc., and Ontomics, Inc. Dr. Sengupta is a consultant for TeleHealthRobotics, Heart Test Labs, and Hitachi-Aloka Ltd. All other authors have reported that they have no relationships relevant to the contents of this paper to disclose. Mr. Narula and Dr. Shameer contributed equally to this work. Presented at the American Society of Echocardiography Annual Scientific Sessions 2015 for Arthur Weyman Young Investigator Award. Mr. Narula was declared as the winner of the competition. P.K. Shah, MD, served as Guest Editor-in-Chief for this paper.