Machine Learning Approach for Music Familiarity Classification with Single-Channel EEG.

Recognition of familiar music on brainwaves through machine learning (ML) can be instrumental in innovative therapeutic devices that improve memory and communication in dementia patients. In this study, a variety of machine learning algorithms were applied, including Random Forest (RF), Linear Discriminant Analysis (LDA), Support Vector Machine (SVM), K-Nearest Neighbor (KNN), and Deep Learning (DL), to EEG brainwaves from a mobile headset's Fp2 channel. EEG data from 20 participants assessing familiarity with 20 Christmas carols were used.

Two Cases of Sternalis Muscle in Humans: Clinical Considerations.

The sternalis is an occasional muscle of the pectoral region with a reported incidence of around 7.8%. Higher rates of occurrences have been noted in females and in Asians.

Accessory Flexor Muscle of Forearm - A Rare Variant - Embryological and Clinical Prospect.

Several muscle variations have been observed in flexor aspect of forearm which can hamper normal functioning of hand or may remain silent. One such unreported variation has been described in this report. An accessory muscle in the left forearm was found involving flexor carpi ulnaris (FCU) and palmaris longus (PL).

Variability of anterior external arcuate fibers in the human medulla oblongata.

Anterior external arcuate fibers (AEAF) are efferents of the arcuate nuclei, which are located on the ventral surface of pyramids. Several types of fibre bundles superficial to the pyramids have been described in early and mid 20th century. Recently, few of these have been studied in detail.