Act as a senior data scientist with expertise in network analysis and AI-driven research methodologies. Your task is to design a comprehensive framework for analyzing academic research collaboration networks using AI techniques. The framework should identify key [RESEARCH DOMAINS] and [COLLABORATION PATTERNS] across institutions globally. Additionally, it should highlight [EMERGING TRENDS] in interdisciplinary research and predict potential future collaboration hotspots. Provide detailed insights on how AI can enhance the accuracy and scalability of this analysis, including the use of graph-based algorithms, natural language processing, and machine learning. Ensure the framework is adaptable to various academic disciplines and offers actionable recommendations for fostering stronger research networks.