Dynamic Scientific Hypothesis Generation System

Design an artificial intelligence system capable of generating and evaluating scientific hypotheses across multiple research domains. Create a framework that integrates multiple knowledge sources, uses advanced machine learning techniques for hypothesis formulation, and provides probabilistic assessments of potential research directions. Implement mechanisms for handling uncertainty, supporting interdisciplinary knowledge integration, and generating experimentally testable propositions.