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A Multi-Center Trained Residual Neural Network for Robust Classification of Atrial High-Rate Episodes in Remotely Monitored Pacemakers and Defibrillators.

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Title: A Multi-Center Trained Residual Neural Network for Robust Classification of Atrial High-Rate Episodes in Remotely Monitored Pacemakers and Defibrillators.
Authors: Krimpen LV; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France.; Biomedical Signals and Systems Group, Twente University, 7522 NB Enschede, The Netherlands., John A; Biomedical Signals and Systems Group, Twente University, 7522 NB Enschede, The Netherlands., Thiyagarajah A; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France.; Centre for Heart Rhythm Disorders, Adelaide University, Adelaide, SA 5000, Australia., Carbonati T; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Sacristan B; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Benali K; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Saint-Etienne University Hospital Center, Saint-Etienne University, F-42100 Saint-Etienne, France., Da Costa A; Saint-Etienne University Hospital Center, Saint-Etienne University, F-42100 Saint-Etienne, France., Mondoly P; Department of Cardiology, University Hospital Rangueil, F-31400 Toulouse, France., Chauvel R; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Eschalier R; Cardiology Department, Centre Hospitalier Universitaire Clermont-Ferrand, F-63000 Clermont-Ferrand, France.; Institut Pascal, SIGMA Clermont, Centre National de la Recherche Scientifique (CNRS), Université Clermont Auvergne, Centre Hospitalier Universitaire Clermont-Ferrand, F-63000 Clermont-Ferrand, France., Duchateau J; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Dubois R; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Ploux S; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Bordachar P; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France., Strik M; Cardio-Thoracic Unit, Bordeaux University Hospital (CHU), F-33600 Pessac-Bordeaux, France.; Institut Hospitalo-Universitaire L'institut Des Maladies Du Rythme Cardiaque (LIRYC), Electrophysiology and Heart Modeling Institute, Fondation Bordeaux Université, F-33600 Pessac-Bordeaux, France.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Apr 04; Vol. 26 (7). Date of Electronic Publication: 2026 Apr 04.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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ISSN:1424-8220
DOI:10.3390/s26072241