Hamid Abbasi, Joanne O Davidson, Simerdeep K Dhillon, Kelly Q Zhou, Guido Wassink, Alistair J Gunn, Laura Bennet
Brain maturity and many clinical treatments such as therapeutic hypothermia (TH) can significantly influence the morphology of neonatal EEG seizures after hypoxia-ischemia (HI), and so there is a need for generalized automatic seizure identification. This study validates efficacy of advanced deep-learning pattern classifiers based on a convolutional neural network (CNN) for seizure detection after HI in fetal sheep and determines the effects of maturation and brain cooling on their accuracy. The cohorts included HI-normothermia term ( n = 7), HI-hypothermia term ( n = 14), sham-normothermia term ( n = 5), and HI-normothermia preterm ( n = 14) groups, with a total of >17,300 h of recordings...
February 24, 2024: Bioengineering