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Electrocardiogram (ECG)-based seizure detection using supervised machine-learning

delete2025-08-21
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OA
AI
E
Eva Diab *
W
William Gacquer
C
Carole Nouboue
D
Derambure Philippe
S
Simone Chen
J
Julien De Jonckheere
W
William Szurhaj
DOI:10.1016/j.neucli.2025.103098delete
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Abstract

Abstract

En 中文
We conducted a pilot study utilizing automatic delineation of electrocardiogram (ECG) and machine learning that considered all components of the ECG complex for seizure detection. The primary outcome was to assess the feasibility of this method. The secondary outcome was to identify the most effective machine learning algorithm.
Keywords:
Epilepsy
Seizures
Automated detection
Machine learning
Electrocardiogram

Journal

N
Neurophysiologie Clinique
IF:
0
Papers:
50
Citations:
0

Organization

A
amiens university medical center
Scholars:
17
Papers: 8
Citations: 0
L
lille university hospital
Scholars:
144
Papers: 75
Citations: 0
U
University of Picardie Jules Verne
Scholars:
94
Papers: 51
Citations: 0
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Cited Papers

Cited Papers

Ictal autonomic changes as a tool for seizure detection: a systematic review
err2018-10-30
err41
errOAAI
errvan Westrhenen, Anouk; De Cooman, Thomas; Lazeron, Richard H. C.; Van Huffel, Sabine; Thijs, Roland D.
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Postictal increase in T-wave alternans after generalized tonic-clonic seizures
err2011-09-20
err54
errOAAI
errStrzelczyk, Adam; Adjei, Patrick; Scott, Catherine A.; Bauer, Sebastian; Rosenow, Felix; Walker, Matthew C.; Surges, Rainer
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Electrocardiographic Changes at the Early Stage of Status Epilepticus: First Insights From the ICTAL Registry
err2022-12-19
err3
PREAI
errChinardet, Paul; Gilles, Floriane; Cochet, Helene; Chelly, Jonathan; Quenot, Jean-Pierre; Jacq, Gwenaelle; Soulier, Pauline; Lesieur, Olivier; Beuret, Pascal; Holleville, Mathilde; Bruel, Cedric; Bailly, Pierre; Sauneuf, Bertrand; Sejourne, Caroline; Galbois, Arnaud; Fontaine, Candice; Perier, Francois; Pichon, Nicolas; Arrayago, Marine; Mongardon, Nicolas; Schnell, David; Lascarrou, Jean-Baptiste; Convers, Raphaele; Legriel, Stephane
errShare
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Who to target in sudden unexpected death in epilepsy prevention and how? Risk factors, biomarkers, and intervention study designs
err2016-01-08
err105
errOAAI
errTomson, Torbjorn; Surges, Rainer; Delamont, Robert; Haywood, Serena; Hesdorffer, Dale C.
errShare
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In response: Heart rate differential method simple but inefficient method for seizure detection
err2019-11-21
err1
PREAI
errJeppesen, Jesper; Johansen, Peter; Beniczky, Sandor
errShare
errSave
NeuroKit2: A Python toolbox for neurophysiological signal processing
err2021-02-02
err0
errOAAI
errDominique Makowski; Tam Pham; Zen J. Lau; Jan C. Brammer; François Lespinasse; Hung Pham; Christopher Schölzel; S. H. Annabel Chen
errShare
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