1.

Record Nr.

UNINA9910879395803321

Autore

Nagel Claudia

Titolo

Multiscale cohort modeling of atrial electrophysiology : risk stratification for atrial fibrillation through machine learning on electrocardiograms / / Claudia Nagel

Pubbl/distr/stampa

Karlsruhe : , : KIT Scientific Publishing, , 2023

Descrizione fisica

1 online resource

Collana

Karlsruhe transactions on biomedical engineering; ; 27

Disciplina

616.1

Soggetti

Atrial fibrillation - Mathematical models

Electrocardiography - Data processing

Machine learning

Biomedical engineering

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di bibliografia

Includes bibliographical references and index.

Sommario/riassunto

An early detection and diagnosis of atrial fibrillation sets the course for timely intervention to prevent potentially occurring comorbidities. Electrocardiogram data resulting from electrophysiological cohort modeling and simulation can be a valuable data resource for improving automated atrial fibrillation risk stratification with machine learning techniques and thus, reduces the risk of stroke in affected patients.