1 citations · 2 across the 2 of their papers we have counts for
3 papers · 1 filter
Expert-level detection of low-voltage intervals in EEG as a robust biomarker of neonatal encephalopathy
John M. O'Toole, Sean R. Mathieson, Aurel Luca +4
Background: Discontinuity in neonatal EEG is a critical marker of brain dysfunction but can be difficult to quantify visually. Inter-burst intervals (IBIs) are a key characteristic…
Honest and Reliable Evaluation and Expert Equivalence Testing of Automated Neonatal Seizure Detection
Jovana Kljajic, John M. O'Toole, Robert Hogan +1
Reliable evaluation of machine learning models for neonatal seizure detection is critical for clinical adoption. Current practices often rely on inconsistent and biased metrics, hi…
Scaling convolutional neural networks achieves expert-level seizure detection in neonatal EEG
Robert Hogan, Sean R. Mathieson, Aurel Luca +4
Background: Neonatal seizures are a neurological emergency that require urgent treatment. They are hard to diagnose clinically and can go undetected if EEG monitoring is unavailabl…