Vanderbilt researchers led by Dr. Nilanjan Sarkar have invented a multimodal data capture system that gathers multi-sensory data from children and their groundtruth affective states to build a machine learning model yielding individualized profiles in accordance to the interview-informed synthesized contingency analysis.