Detecting Certainness in Spoken Tutorial Dialogues Liscombe, Hirschberg & Venditti Using System and User Performance Features to Improve Emotion Detection in Spoken Tutoring Dialogs Ai, Litman,Forbes-Riley, Rotaru, Tretreault & Purandare. - By Satyajeet Shaligram. Emotions in Tutoring systems Confidence and Confusion