Topic: sleep-EEG

Temazepam is a widely used insomnia drug, which normalizes sleep architecture and enhances slow-wave sleep. Our study aimed to showcase two methods of explaining a sleep-EEG classification model, in the input and representation space. The goal was to evaluate the effectiveness of these explanations in studying the influence of temazepam on sleep architecture. We fine-tuned BErt-inspired Neural Data Representations (BENDR) encoder pretrained on the TUH EEG Corpus dataset to sleep stage classification. The obtained (sleepBENDR) model is explained using Class Activation Mapping (CAM), which indic