This study examines and compares different Fuzzy Cognitive Map structures that researchers have proposed for developing Medical Decision Support Systems.Fuzzy Cognitive Maps are a soft computing technique that have gained a good reputation in the last decade and have been used successfully in different medical fields for decision making, diagnosis and classification.