Literature DB >> 34274276

Can Machine Learning Help Simplify the Measurement of Diastolic Function in Echocardiography?

Rima Arnaout1.   

Abstract

Entities:  

Keywords:  U-net; heart failure with preserved ejection fraction; machine learning

Mesh：

Year:  2021        PMID： 34274276      PMCID： PMC8570999          DOI： 10.1016/j.jcmg.2021.06.007

Source DB:  PubMed          Journal:  JACC Cardiovasc Imaging        ISSN： 1876-7591


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  10 in total

1.  2013 ACCF/AHA guideline for the management of heart failure: a report of the American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines.

Authors:  Clyde W Yancy; Mariell Jessup; Biykem Bozkurt; Javed Butler; Donald E Casey; Mark H Drazner; Gregg C Fonarow; Stephen A Geraci; Tamara Horwich; James L Januzzi; Maryl R Johnson; Edward K Kasper; Wayne C Levy; Frederick A Masoudi; Patrick E McBride; John J V McMurray; Judith E Mitchell; Pamela N Peterson; Barbara Riegel; Flora Sam; Lynne W Stevenson; W H Wilson Tang; Emily J Tsai; Bruce L Wilkoff
Journal:  J Am Coll Cardiol       Date:  2013-06-05       Impact factor: 24.094

2.  2021 ACC/AHA Key Data Elements and Definitions for Heart Failure: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Data Standards (Writing Committee to Develop Clinical Data Standards for Heart Failure).

Authors:  Biykem Bozkurt; Ray E Hershberger; Javed Butler; Kathleen L Grady; Paul A Heidenreich; Maria Lizza Isler; James K Kirklin; William S Weintraub
Journal:  J Am Coll Cardiol       Date:  2020-11-26       Impact factor: 24.094

3.  Recommendations for the Evaluation of Left Ventricular Diastolic Function by Echocardiography: An Update from the American Society of Echocardiography and the European Association of Cardiovascular Imaging.

Authors:  Sherif F Nagueh; Otto A Smiseth; Christopher P Appleton; Benjamin F Byrd; Hisham Dokainish; Thor Edvardsen; Frank A Flachskampf; Thierry C Gillebert; Allan L Klein; Patrizio Lancellotti; Paolo Marino; Jae K Oh; Bogdan Alexandru Popescu; Alan D Waggoner
Journal:  J Am Soc Echocardiogr       Date:  2016-04       Impact factor: 5.251

4.  An ensemble of neural networks provides expert-level prenatal detection of complex congenital heart disease.

Authors:  Rima Arnaout; Lara Curran; Yili Zhao; Jami C Levine; Erin Chinn; Anita J Moon-Grady
Journal:  Nat Med       Date:  2021-05-14       Impact factor: 53.440

5.  Minimum information about clinical artificial intelligence modeling: the MI-CLAIM checklist.

Authors:  Beau Norgeot; Giorgio Quer; Brett K Beaulieu-Jones; Ali Torkamani; Raquel Dias; Milena Gianfrancesco; Rima Arnaout; Isaac S Kohane; Suchi Saria; Eric Topol; Ziad Obermeyer; Bin Yu; Atul J Butte
Journal:  Nat Med       Date:  2020-09       Impact factor: 53.440

Review 6.  Proposed Requirements for Cardiovascular Imaging-Related Machine Learning Evaluation (PRIME): A Checklist: Reviewed by the American College of Cardiology Healthcare Innovation Council.

Authors:  Partho P Sengupta; Sirish Shrestha; Béatrice Berthon; Emmanuel Messas; Erwan Donal; Geoffrey H Tison; James K Min; Jan D'hooge; Jens-Uwe Voigt; Joel Dudley; Johan W Verjans; Khader Shameer; Kipp Johnson; Lasse Lovstakken; Mahdi Tabassian; Marco Piccirilli; Mathieu Pernot; Naveena Yanamala; Nicolas Duchateau; Nobuyuki Kagiyama; Olivier Bernard; Piotr Slomka; Rahul Deo; Rima Arnaout
Journal:  JACC Cardiovasc Imaging       Date:  2020-09

7.  Video-based AI for beat-to-beat assessment of cardiac function.

Authors:  David Ouyang; Bryan He; Amirata Ghorbani; Neal Yuan; Joseph Ebinger; Curtis P Langlotz; Paul A Heidenreich; Robert A Harrington; David H Liang; Euan A Ashley; James Y Zou
Journal:  Nature       Date:  2020-03-25       Impact factor: 49.962

Review 8.  Machine Learning and the Future of Cardiovascular Care: JACC State-of-the-Art Review.

Authors:  Giorgio Quer; Ramy Arnaout; Michael Henne; Rima Arnaout
Journal:  J Am Coll Cardiol       Date:  2021-01-26       Impact factor: 24.094

9.  Fully Automated Echocardiogram Interpretation in Clinical Practice.

Authors:  Jeffrey Zhang; Sravani Gajjala; Pulkit Agrawal; Geoffrey H Tison; Laura A Hallock; Lauren Beussink-Nelson; Mats H Lassen; Eugene Fan; Mandar A Aras; ChaRandle Jordan; Kirsten E Fleischmann; Michelle Melisko; Atif Qasim; Sanjiv J Shah; Ruzena Bajcsy; Rahul C Deo
Journal:  Circulation       Date:  2018-10-16       Impact factor: 29.690
  10 in total

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