Differential diagnosis of common etiologies of left ventricular hypertrophy using a hybrid CNN-LSTM model

Differential diagnosis of left ventricular hypertrophy (LVH) is often obscure on echocardiography and requires numerous additional tests. We aimed to develop a deep learning algorithm to aid in the differentiation of common etiologies of LVH (i.e. hypertensive heart disease [HHD], hypertrophic cardi...

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Bibliographic Details
Published in:	Scientific reports Vol. 12; no. 1; pp. 20998 - 12
Main Authors:	Hwang, In-Chang, Choi, Dongjun, Choi, You-Jung, Ju, Lia, Kim, Myeongju, Hong, Ji-Eun, Lee, Hyun-Jung, Yoon, Yeonyee E., Park, Jun-Bean, Lee, Seung-Pyo, Kim, Hyung-Kwan, Kim, Yong-Jin, Cho, Goo-Yeong
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 05.12.2022 Nature Publishing Group Nature Portfolio
Subjects:	692/308 692/4019 Algorithms Amyloidosis Cardiomyopathy Cardiomyopathy, Hypertrophic - complications Cardiomyopathy, Hypertrophic - diagnostic imaging Cardiovascular diseases Deep learning Diagnosis, Differential Differential diagnosis Echocardiography Echocardiography - adverse effects Etiology Heart diseases Heart Diseases - diagnosis Humanities and Social Sciences Humans Hypertension Hypertrophy Hypertrophy, Left Ventricular - diagnostic imaging Hypertrophy, Left Ventricular - etiology Long short-term memory multidisciplinary Neural networks Neural Networks, Computer Population studies Science Science (multidisciplinary) Training Ventricle
ISSN:	2045-2322, 2045-2322
Online Access:	Get full text
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