External validation of an explainable electrocardiogram-only deep learning algorithm for the prediction of response after cardiac resynchronization therapy

In this external validation study, an explainable ECG-only algorithm for the prediction of nonresponse after CRT device implantation generalized well to a lower-risk population from a different hospital. Adding indices of mechanical dyssynchrony and right ventricular function might be of additional value when evaluating volumetric response.

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Publication Details

Journal
Heart Rhythm
Published
2026-01-01
DOI
https://doi.org/10.1016/j.hrthm.2026.01.014
Primary Topic
Cardiac pacing and defibrillation studies
Type
article
Field-Weighted Citation Impact
0.00

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article

External validation of an explainable electrocardiogram-only deep learning algorithm for the prediction of response after cardiac resynchronization therapy

MATHIAS MEINE, Derek J. Bivona, Pim van der Harst, René van Es et al.
Heart Rhythm
Cardiac pacing and defibrillation studies
article

External validation of an explainable electrocardiogram-only deep learning algorithm for the prediction of response after cardiac resynchronization therapy

MATHIAS MEINE, Derek J. Bivona, Pim van der Harst, René van Es, Rohan Herur, Phillipe C. Wouters, Kenneth C. Bilchick, Rutger R. van de Leur
article en

Abstract

In this external validation study, an explainable ECG-only algorithm for the prediction of nonresponse after CRT device implantation generalized well to a lower-risk population from a different hospital. Adding indices of mechanical dyssynchrony and right ventricular function might be of additional value when evaluating volumetric response.

Heart Rhythm
Utrecht University (NL), University of Virginia Health System (US), University Medical Center Utrecht (NL)
Health~Holland
Quality Education
Openalex Percentile: Top 93%
Cardiac pacing and defibrillation studies
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