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<article xsi:noNamespaceSchemaLocation="http://jats.nlm.nih.gov/publishing/1.1/xsd/JATS-journalpublishing1-mathml3.xsd" dtd-version="1.1" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><front><journal-meta><journal-id journal-id-type="publisher-id">JCER</journal-id><journal-title-group><journal-title>Journal of Contemporary Educational Research</journal-title></journal-title-group><issn>2208-8466</issn><eissn>2208-8474</eissn><publisher><publisher-name>Bio-Byword Scientific Publishing Pty. Ltd.</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.26689/jcer.v10i3.14347</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title>Mechanism Study on Scenario Innovation Empowering the Integration of Specialty and Innovation Education Reform: A New Liberal Arts Course Practice Based on the “Teacher-Student-Machine” Collaboration</title><url>https://artdesignp.com/journal/JCER/10/3/10.26689/jcer.v10i3.14347</url><author>SunQinying,CuiYuxin,ChenYuanyuan</author><pub-date pub-type="publication-year"><year>2026</year></pub-date><volume>10</volume><issue>3</issue><history><date date-type="pub"><published-time>2026-04-02</published-time></date></history><abstract>Against the backdrop of the accelerated application of artificial intelligence, courses integrating specialty education and innovation-entrepreneurship education still face challenges such as the disconnection between learning and application, imbalance in collaboration, and insufficient educational effectiveness. Taking the course E-commerce Innovation and Entrepreneurship as an example, this study introduces the perspective of scenario innovation and constructs a teaching mechanism centered on real value-creation scenarios and supported by “teacher-student-machine” collaboration. The paper elaborates on its operational mechanism from three dimensions: content reconstruction, collaborative operation, and immersive education. A closed-loop educational model characterized by “structural optimization, process collaboration, and value accumulation” is thus formed. This study expands the explanatory framework of scenario innovation and human-machine collaboration in innovation and entrepreneurship education, and provides references for the integration of specialty and innovation education and AI-empowered teaching reform in the New Liberal Arts context.</abstract><keywords/></article-meta></front><body/><back><ref-list><ref id="B1" content-type="article"><label>1</label><element-citation publication-type="journal"><p>Liu Y, Bian S, 2019, Problems’ Causes and Countermeasure Analysis of Innovation and Entrepreneurship Education in Colleges and Universities. Modern Education Management, (09): 32–37.</p><pub-id pub-id-type="doi"/></element-citation></ref><ref id="B2" content-type="article"><label>2</label><element-citation publication-type="journal"><p>Bian S, Fan Y, 2025, Theoretical Logic, Implementation Mechanisms and Action Pathways of Digital Empowerment in University Teaching Transformation. 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