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Enhancing viability for dairy products manufacturing through explicit and tacit knowledge management: the interacting role of artificial and human intelligence

知识管理 隐性知识 计算机科学 过程(计算) 知识共享 显性知识 领域(数学) 知识工程 知识整合 人工智能 知识价值链 人力资源 知识体系 程序性知识 人类智力 个人知识管理 制造业 管理科学 知识抽取 组织学习 知识创造
作者
Shalei Zhan,Haoming Wang,Zhengjiang Li,Sufen Chen
出处
期刊:Journal of Knowledge Management [Emerald Publishing Limited]
卷期号:: 1-33 被引量:1
标识
DOI:10.1108/jkm-02-2025-0264
摘要

Purpose This study aims to address the challenge of managing new knowledge created by interactions between artificial intelligence (AI) and human intelligence (HI), and investigate how explicit knowledge processed by AI and tacit knowledge processed by HI are integrated to comprehensively enhance viability for dairy products manufacturing (DPM). Design/methodology/approach A novel hybrid approach integrating Gaussian mixture model, multi-attribute group decision-making and graphical evaluation and review technique has been adopted to investigate the role of AI–HI interaction in DPM viability knowledge management. Findings This study obtains the following research findings: the Gaussian mixture model can examine the internal and external real-time data and effectively process the explicit knowledge regarding disruption risk. The multi-attribute group decision-making can gather the collaborative intelligence of human expertise and effectively process the tacit knowledge regarding anti-risk ability. The graphical evaluation and review technique can enable the whole DPM process to take the interacting role of AI and HI for enhancing its viability. Practical implications The findings guide governments and enterprises’ managers to foster AI investment, expert spatio-temporal collaboration and knowledge management resources sharing and seek technological supports from our hybrid models to manage new knowledge created by interactions between AI and HI. Originality/value To the best of the authors’ knowledge, this study is one of the very first to investigate the role of AI–HI interaction in the field of DPM and viability knowledge management, and has significant importance in contributing to the theoretical development and methodological innovation of these two fields.
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