Research on the Path Innovation and Risk Prevention Mechanism of Artificial Intelligence Empowering University Scientific Research Management

With the rapid iteration of AI technologies, their capabilities in natural language processing, knowledge discovery, data analysis, process optimization, and intelligent decision-making continue to strengthen, expanding from industrial scenarios to higher education governance. Existing research suggests that AI and big data are driving scientific research management from an experience-led model toward a data-driven, intelligently collaborative, and dynamically governed one, showing significant p