An exploratory data-driven stratification of depression based on functional network connectivity and symptom profiles suggests heterogeneous responses to iTBS.

Choral conducting represents a fundamental cornerstone of music education, requiring instructors to develop sophisticated pedagogical approaches that integrate technical proficiency with artistic expression. The complexity of choral conducting teaching extends beyond traditional musical instruction, encompassing the development of gestural communication, spatial awareness, and real-time decision-making capabilities that are essential for effective ensemble leadership. Contemporary educational paradigms in music instruction increasingly recognize the critical role of attention mechanisms in facilitating learning outcomes, particularly in disciplines that demand simultaneous processing of multiple sensory inputs and cognitive tasks. Previous research has applied EEG and eye tracking technologies separately to various educational contexts, including instrumental music learning, language acquisition, and motor skill training. However, these studies typically examined single physiological modalities or focused on general educational tasks rather than the specialized demands of conducting pedagogy. Within the specific context of choral conducting pedagogy, attention allocation patterns differ substantially from general music performance or motor skill learning. Conducting requires a unique integration of score reading, auditory monitoring, gestural communication, and real-time ensemble coordination that has not been systematically investigated using combined neurophysiological approaches. This gap motivates our focused investigation on conducting-specific attention mechanisms. The integration of attention-based learning theories into musical pedagogy has emerged as a promising avenue for enhancing instructional effectiveness, yet traditional assessment methods often fail to capture the nuanced cognitive processes underlying successful choral conducting skills. Conventional evaluation approaches primarily rely on subjective observations and performance-based assessments, which may not adequately reflect the complex neurological and physiological mechanisms governing attention allocation during conducting activities. This limitation has prompted researchers to explore objective measurement techniques that can provide quantitative insights into the learning process and attention patterns exhibited by students during choral conducting instruction.