This work was funded by the National Natural Science Founda-tion of China General Program"Digital-Intelligent Transformation Empowers Green Innovation in High Energy Consumption and High Emission Manufacturing Industries:Mechanism Exploration,Empiri-cal Identification,and Policy Implications"[Grant No.72473059],the National Social Science Foundation of China Project"Research on Key Areas,Statistical Measurement,and Enhancement Pathways for Developing New Quality Productive Forces in China's Western Re-gions"[Grant No.24XTJ001],the Yunnan Provincial Philosophy and Social Science Planning Key Program"Measurement and Enhance-ment Pathways of Green Total Factor Productivity in Yunnan's Manu-facturing Industry under R&D Capitalization Reform"[Grant No.ZD202305],the Ministry of Education Humanities and Social Sci-ences Planning Fund Project"Mechanisms and Policy Research on Digital-Intelligence Empowerment for Green Transformation in the Manufacturing Industry"[Grant No.23YJA790026],and the Yunnan Provincial Department of Education Scientific Research Fund Project"Research on the Implementation Path of Transformation of Scientific and Technological Achievements in Strategic Emerging Industries from the Perspective of Four-Chain Integration"[Grant No.2026Y0272]. （）