S
Sean Abreau
Researcher at University of California, San Francisco
Publications - 12
Citations - 588
Sean Abreau is an academic researcher from University of California, San Francisco. The author has contributed to research in topics: Internal medicine & Medicine. The author has an hindex of 2, co-authored 3 publications receiving 253 citations.
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Journal ArticleDOI
Worldwide Effect of COVID-19 on Physical Activity: A Descriptive Study.
Geoffrey H. Tison,Robert Avram,Peter Kuhar,Sean Abreau,Greg Marcus,Mark J. Pletcher,Jeffrey E. Olgin +6 more
TL;DR: Author(s): Tison, Geoffrey H; Avram, Robert; Kuhar, Peter; Abreau, Sean; Marcus, Greg M; Pletcher, Mark J; Olgin, Jeffrey E.
Journal ArticleDOI
Performance of a Convolutional Neural Network and Explainability Technique for 12-Lead Electrocardiogram Interpretation.
J. Weston Hughes,Jeffrey E. Olgin,Robert Avram,Sean Abreau,Taylor Sittler,Kaahan Radia,Henry H. Hsia,Tomos E. Walters,Byron K. Lee,Joseph E. Gonzalez,Geoffrey H. Tison +10 more
TL;DR: In this article, a CNN was trained to predict the presence of 38 diagnostic classes in 5 categories from 12-lead ECG data, and LIME (Linear Interpretable Model-Agnostic Explanations) was used to visualize ECG segments contributing to CNN diagnoses.
Journal ArticleDOI
Deep Learning Electrocardiographic Analysis for Detection of Left-Sided Valvular Heart Disease.
Pierre Elias,Timothy J. Poterucha,Vijay Rajaram,Luca Matos Moller,Victor Alfonso Rodriguez,Shreyas A. Bhave,Rebecca T. Hahn,Geoffrey H. Tison,Sean Abreau,Joshua Barrios,Jessica Torres,J. Weston Hughes,Marco V. Perez,Joshua Finer,Susheel Kodali,Omar K. Khalique,Nadira Hamid,Allan Schwartz,Shunichi Homma,Deepa Kumaraiah,David J. Cohen,Mathew S. Maurer,Andrew J. Einstein,Tamim Nazif,Martin B. Leon,Adler J. Perotte +25 more
TL;DR: In this article , the authors developed ECG deep learning algorithms to identify moderate or severe aortic stenosis (AS), AR, and mitral regurgitation (MR) alone and in combination.
Journal ArticleDOI
Assessment of Disease Status and Treatment Response With Artificial Intelligence-Enhanced Electrocardiography in Obstructive Hypertrophic Cardiomyopathy.
Geoffrey H. Tison,Konstantinos C. Siontis,Sean Abreau,Zachi I. Attia,Priyanka Agarwal,Aarthi Balasubramanyam,Yunfan Li,Amy J. Sehnert,Jay M. Edelberg,Paul A. Friedman,Jeffrey E. Olgin,Peter A. Noseworthy +11 more
Journal ArticleDOI
Electrocardiogram Detection of Pulmonary Hypertension Using Deep Learning.
Mandar A. Aras,Sean Abreau,H. Mills,Lakshmi Radhakrishnan,Liviu Klein,Neha Maheshwari Mantri,Benjamin Rubin,Joshua Barrios,Christel Chehoud,Emily Kogan,Xavier Gitton,Anderson N. Nnewihe,Deborah A. Quinn,Charles Bridges,Atul J. Butte,Jeffrey E. Olgin,Geoffrey H. Tison +16 more
TL;DR: In this paper , a deep convolutional neural network was trained on patients' 12-lead ECG voltage data to detect Pulmonary hypertension (PH) and its clinically important subtypes.