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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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  Data: 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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  Data: <searchLink fieldCode="AU" term="%22Krimpen+LV%22">Krimpen LV</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22John+A%22">John A</searchLink>; Biomedical Signals and Systems Group, Twente University, 7522 NB Enschede, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Thiyagarajah+A%22">Thiyagarajah A</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Carbonati+T%22">Carbonati T</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Sacristan+B%22">Sacristan B</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Benali+K%22">Benali K</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Da+Costa+A%22">Da Costa A</searchLink>; Saint-Etienne University Hospital Center, Saint-Etienne University, F-42100 Saint-Etienne, France.<br /><searchLink fieldCode="AU" term="%22Mondoly+P%22">Mondoly P</searchLink>; Department of Cardiology, University Hospital Rangueil, F-31400 Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Chauvel+R%22">Chauvel R</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Eschalier+R%22">Eschalier R</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Duchateau+J%22">Duchateau J</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Dubois+R%22">Dubois R</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Ploux+S%22">Ploux S</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Bordachar+P%22">Bordachar P</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Strik+M%22">Strik M</searchLink>; 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.
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