Search Results for author: Geraldine B. Boylan

Found 6 papers, 1 papers with code

Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG

no code implementations31 May 2021 Sumit A. Raurale, Geraldine B. Boylan, Sean R. Mathieson, William P. Marnane, Gordon Lightbody, John M. O'Toole

These results validate how detecting the presence or absence of TA can be used to quantify the grade of HIE injury in neonatal EEG and open up the possibility of a clinically-meaningful grading system.

EEG

Identifying trace alternant activity in neonatal EEG using an inter-burst detection approach

no code implementations12 May 2020 Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole

This study presents a novel approach for detecting TA activity by first detecting the inter-bursts and then processing the temporal map of the bursts and inter-bursts.

EEG

Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network

no code implementations12 May 2020 Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole

Electroencephalography (EEG) is a valuable clinical tool for grading injury caused by lack of blood and oxygen to the brain during birth.

EEG

Machine learning without a feature set for detecting bursts in the EEG of preterm infants

no code implementations16 Jul 2019 John M. O'Toole, Geraldine B. Boylan

Deep neural networks enable learning directly on the data without the domain knowledge needed to construct a feature set.

BIG-bench Machine Learning EEG +1

Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG

no code implementations5 Jul 2019 Sumit A. Raurale, Saif Nalband, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole

Electroencephalography (EEG) is an important clinical tool for grading injury caused by lack of oxygen or blood to the brain during birth.

EEG

NEURAL: quantitative features for newborn EEG using Matlab

5 code implementations19 Apr 2017 John M. O' Toole, Geraldine B. Boylan

Methods: We detail quantitative features frequently used in neonatal EEG analysis and present a Matlab software package together with exact implementation details for all features.

Medical Physics Neurons and Cognition Applications

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