[HTML][HTML] Recommendations for the design of therapeutic trials for neonatal seizures

JS Soul, R Pressler, M Allen, G Boylan, H Rabe… - Pediatric …, 2019 - nature.com
Although seizures have a higher incidence in neonates than any other age group and are
associated with significant mortality and neurodevelopmental disability, treatment is largely …

[HTML][HTML] A machine-learning algorithm for neonatal seizure recognition: a multicentre, randomised, controlled trial

AM Pavel, JM Rennie, LS de Vries… - The Lancet Child & …, 2020 - thelancet.com
Background Despite the availability of continuous conventional electroencephalography
(cEEG), accurate diagnosis of neonatal seizures is challenging in clinical practice …

Neonatal seizure detection using deep convolutional neural networks

AH Ansari, PJ Cherian, A Caicedo… - … journal of neural …, 2019 - World Scientific
Identifying a core set of features is one of the most important steps in the development of an
automated seizure detector. In most of the published studies describing features and seizure …

[HTML][HTML] A dataset of neonatal EEG recordings with seizure annotations

NJ Stevenson, K Tapani, L Lauronen, S Vanhatalo - Scientific data, 2019 - nature.com
Neonatal seizures are a common emergency in the neonatal intensive care unit (NICU).
There are many questions yet to be answered regarding the temporal/spatial characteristics …

Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture

A O'Shea, G Lightbody, G Boylan, A Temko - Neural Networks, 2020 - Elsevier
A deep learning classifier for detecting seizures in neonates is proposed. This architecture is
designed to detect seizure events from raw electroencephalogram (EEG) signals as …

[HTML][HTML] A deep learning framework for epileptic seizure detection based on neonatal EEG signals

A Gramacki, J Gramacki - Scientific reports, 2022 - nature.com
Electroencephalogram (EEG) is one of the main diagnostic tests for epilepsy. The detection
of epileptic activity is usually performed by a human expert and is based on finding specific …

A pilot randomized, controlled, double‐blind trial of bumetanide to treat neonatal seizures

JS Soul, AM Bergin, C Stopp, B Hayes… - Annals of …, 2021 - Wiley Online Library
Objective In the absence of controlled trials, treatment of neonatal seizures has changed
minimally despite poor drug efficacy. We tested bumetanide added to phenobarbital to treat …

Neonatal seizures

NS Abend, CJ Wusthoff, FE Jensen, TE Inder… - Volpe's Neurology of the …, 2025 - Elsevier
Seizures are the most distinctive and frequent manifestations of neurological disease in the
neonatal period. Compared with seizures in older patients, neonatal seizures have different …

[HTML][HTML] XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series

D Raab, A Theissler, M Spiliopoulou - Neural Computing and Applications, 2023 - Springer
In clinical practice, algorithmic predictions may seriously jeopardise patients' health and thus
are required to be validated by medical experts before a final clinical decision is met …

Characterisation of neonatal seizures and their treatment using continuous EEG monitoring: a multicentre experience

JM Rennie, LS de Vries, M Blennow, A Foran… - Archives of Disease in …, 2019 - fn.bmj.com
Objective The aim of this multicentre study was to describe detailed characteristics of
electrographic seizures in a cohort of neonates monitored with multichannel continuous …