Camila Dias Möller, Mirtes Bruckmann, Gabriel Rovadoschi Barros, Valdete Alves Valentins Dos Santos Filha, Elenir Fedosse
Quality of life of aphasia subjects participating in an interdisciplinary group
CoDAS
treatment epilepsy second common chronic neurological disorder often complicated failure patients respond medication treatment failure antiseizure medications often due presence nonepileptic seizures distinguishing nonepileptic epileptic seizures requires expensive timeconsuming analysis electroencephalograms eegs recorded epilepsy monitoring unit machine learning algorithms used detect seizures eeg typically using eeg waveform analysis employed alternative approach using convolutional neural network cnn transfer learning using mobilenetv2 emulate realworld visual analysis eeg images epileptologists total 5359 eeg waveform plot images 107 adult subjects across two epilepsy monitoring units separate medical facilities divided epileptic nonepileptic groups training crossvalidation cnn model achieved accuracy 869 area curve auc 092 site training data extracted accuracy 873 auc 094 site whose data used validation investigation demonstrates high accuracy achievable cnn analysis eeg plot images robustness approach across eeg visualization software laying groundwork subclassification seizures using similar approaches clinical setting