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Sergio Sanchez-Martinez
Sergio Sanchez-Martinez
Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS)
Ingen verifierad e-postadress
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Machine learning‐based phenogrouping in heart failure to identify responders to cardiac resynchronization therapy
M Cikes, S Sanchez‐Martinez, B Claggett, N Duchateau, G Piella, ...
European journal of heart failure 21 (1), 74-85, 2019
1372019
Machine learning analysis of left ventricular function to characterize heart failure with preserved ejection fraction
S Sanchez-Martinez, N Duchateau, T Erdei, G Kunszt, S Aakhus, ...
Circulation: cardiovascular imaging 11 (4), e007138, 2018
982018
Diagnosis of heart failure with preserved ejection fraction: machine learning of spatiotemporal variations in left ventricular deformation
M Tabassian, I Sunderji, T Erdei, S Sanchez-Martinez, A Degiovanni, ...
Journal of the American society of echocardiography 31 (12), 1272-1284. e9, 2018
812018
Characterization of myocardial motion patterns by unsupervised multiple kernel learning
S Sanchez-Martinez, N Duchateau, T Erdei, AG Fraser, BH Bijnens, ...
Medical image analysis 35, 70-82, 2017
562017
Machine learning in fetal cardiology: what to expect
P Garcia-Canadilla, S Sanchez-Martinez, F Crispi, B Bijnens
Fetal diagnosis and therapy 47 (5), 363-372, 2020
462020
Machine learning for clinical decision-making: challenges and opportunities
S Sánchez-Martínez, O Camara, G Piella, M Cikes, MAG Ballester, ...
Preprints, 2019
102019
Impact of interventricular interactions on left ventricular function, stroke volume, and exercise capacity in children and adults with Ebstein’s anomaly
T Fujioka, A Kühn, S Sanchez-Martinez, BH Bijnens, W Hui, C Slorach, ...
JACC: Cardiovascular Imaging 12 (5), 925-927, 2019
102019
Machine learning analysis of left ventricular function to characterize heart failure with preserved ejection fraction. Circ Cardiovasc Imaging. 2018; 11 (4): e007138
S Sanchez-Martinez, N Duchateau, T Erdei, G Kunszt, S Aakhus, ...
J Am Coll Cardiol Img 13, 258-71, 2020
72020
Automated pattern recognition in whole-cardiac cycle echocardiographic data: capturing functional phenotypes with machine learning
F Loncaric, PMM Castellote, S Sanchez-Martinez, D Fabijanovic, L Nunno, ...
Journal of the American Society of Echocardiography 34 (11), 1170-1183, 2021
52021
Analysis of nonstandardized stress echocardiography sequences using multiview dimensionality reduction
M Nogueira, M De Craene, S Sanchez-Martinez, D Chowdhury, B Bijnens, ...
Medical Image Analysis 60, 101594, 2020
52020
Machine-learning–based exploration to identify remodeling patterns associated with death or heart-transplant in pediatric-dilated cardiomyopathy
P Garcia-Canadilla, S Sanchez-Martinez, PM Martí-Castellote, C Slorach, ...
The Journal of Heart and Lung Transplantation 41 (4), 516-526, 2022
42022
Machine-learning integration of complex echocardiographic patterns and clinical parameters from cohorts and trials
M Cikes, S Sanchez Martinez, B Claggett, SD Solomon, B Bijnens
EUROPEAN HEART JOURNAL 40, 2549-2549, 2019
42019
Characterizing patterns of response during mild stress-testing in continuous echocardiography recordings using a multiview dimensionality reduction technique
M Nogueira, G Piella, S Sanchez-Martinez, H Langet, E Saloux, B Bijnens, ...
International Conference on Functional Imaging and Modeling of the Heart …, 2017
42017
Characterization of myocardial velocities by multiple kernel learning: application to heart failure with preserved ejection fraction
S Sanchez-Martinez, N Duchateau, B Bijnens, T Erdei, A Fraser, G Piella
International Conference on Functional Imaging and Modeling of the Heart, 65-73, 2015
42015
Machine learning for clinical decision-making: challenges and opportunities in cardiovascular imaging
S Sanchez-Martinez, O Camara, G Piella, M Cikes, ...
Frontiers in Cardiovascular Medicine 8, 2021
22021
4302 Machine-learning integration of complex echocardiographic patterns and clinical parameters from cohorts and trials
M Cikes, S Sanchez Martinez, B Claggett, SD Solomon, B Bijnens
European Heart Journal 40 (Supplement_1), ehz745. 0147, 2019
22019
Machine-learning characterization of myocardial deformation patterns to identify responders to resynchronization therapy
M Cikes, S Sanchez Martinez, T Biering Sorensen, AC Pouleur, D Knappe, ...
EUROPEAN HEART JOURNAL 38, 1059-1059, 2017
22017
546 Machine-learning based exploration of echocardiographic patterns and clinical parameters to understand their relation to death or transplant in pediatric dilated cardiomyopathy
S Sanchez-Martinez, C Slorach, W Hui, L Mertens, BH Bijnens, ...
European Heart Journal-Cardiovascular Imaging 21 (Supplement_1), jez319. 280, 2020
12020
Strain rate is better than strain to diagnose myocardial functional reserve: a machine learning study
M Tabassian, I Sunderji, T Erdei, S Sanchez-Martinez, A Degiovanni, ...
EuroEcho-Imaging, Date: 2018/12/05-2018/12/08, Location: Milan, Italy, 2018
12018
5118Machine-learning characterization of myocardial deformation patterns to identify responders to resynchronization therapy
M Cikes, S Sanchez Martinez, T Biering Sorensen, AC Pouleur, D Knappe, ...
European Heart Journal 38 (suppl_1), 2017
12017
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