Fig. 2

Overview of the algorithmic toolkit output. Conversation flow bar charts a visually depict speaking sequence and timing, highlighting active contributors with debriefers (D) in red and medical students (S) in grey. Speaking distribution pie chart b illustrates the proportional distribution of speaking time between debriefers, students, and silence. Sociogram network graph c analyzes interaction patterns and turn-taking dynamics between instructors and participants, showcasing relationships and communication flows with thicker lines indicating longer durations