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生成式AI与领域专家协同的科技情报分析模式研究

刘庆龄 王蒲生

情报杂志2026,Vol.45Issue(5):114-122,9.
情报杂志2026,Vol.45Issue(5):114-122,9.DOI:10.3969/j.issn.1002-1965.2026.05.014

生成式AI与领域专家协同的科技情报分析模式研究

Research on the Collaborative Scientific and Technological Intelligence Analysis Model Between Generative AI and Domain Experts

刘庆龄 1王蒲生1

作者信息

  • 1. 清华大学深圳国际研究生院 深圳 518055||清华大学深圳国际研究生院社会治理与创新研究中心 深圳 518055
  • 折叠

摘要

Abstract

[Purpose]This study aims to analyze the internal logic and adaptive mode of the collaborative analysis of scientific and techno-logical intelligence between generative AI and domain experts,so as to facilitate the mining of high-value scientific and technological in-telligence,thereby empowering scientific decision-making and industrial innovation.[Method]By comprehensively using literature analy-sis and theoretical modeling methods,this study deeply dissects the theoretical characteristics of basic elements including generative AI,scientific and technological intelligence analysis,and the role of domain experts,which may systematically construct the logical framework and operational mechanism for the collaborative analysis of scientific and technological intelligence by"generative AI+domain experts".[Result/Conclusion]This study indicates that the collaboration between generative AI and domain experts essentially represents the com-plementary integration of explicit and tacit knowledge,achieving a dynamic balance between data-driven approaches and experience-guided decision-making,thereby enabling bidirectional empowerment of machine computing power and human intelligence.The collabo-rative process relies on three core mechanisms:dynamic task allocation,knowledge iterative evolution,and quality closed-loop feedback,forming an intelligent analysis system with mutual gain between humans and machines.Based on the full life cycle process of"demand definition-data collection-data processing-in-depth analysis-achievement application-feedback optimization",the specific path of collab-oration between generative AI and domain experts is clarified,providing a paradigm reference for the innovative development of scientific and technological intelligence analysis in the AI era.

关键词

生成式AI/科技情报/领域专家/人机协同/知识融合

Key words

generative AI/scientific and technological intelligence/domain experts/human-machine collaboration/knowledge integra-tion

分类

社会科学

引用本文复制引用

刘庆龄,王蒲生..生成式AI与领域专家协同的科技情报分析模式研究[J].情报杂志,2026,45(5):114-122,9.

基金项目

国家社会科学基金重大项目"加快关键核心技术突破的国防科技重大工程治理机制研究"(编号:23&ZD136) (编号:23&ZD136)

深圳社会主义学院公开招标项目"粤港澳大湾区民营经济协同发展的政策瓶颈与突破策略"(编号:SZSY2025KT08) (编号:SZSY2025KT08)

深圳市哲学社会科学规划重点课题"粤港澳大湾区高水平人才高地建设研究"(编号:SZ2024A001)研究成果. (编号:SZ2024A001)

情报杂志

OACHSSCD

1002-1965

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