Using conversational speech and video technologies in conjunction with signal processing and machine learning algorithms can allow patients to interact with an engaging virtual agent in the comfort of their homes, producing various automatically-computed, clinically-validated measures of disease onset and progression that can help those patients, as well as their supervising physicians and caregivers in diagnosis, monitoring and understanding.