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Review Article

Beyond Substitution: A Multidimensional Benefit Analysis of Human-Machine Collaboration Mode and Its Extension in the Fields of Health and Sports

Open Access Peer Reviewed Crossref DOI

Authors

  • Steven Zhao1

1 University of Sheffield, UK.

Article Information

Published Online
May-June 2026
Pages
340-344
Article Type
Review Article
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Abstract

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By 2026, generative AI and autonomous agents have shifted from auxiliary tools to core collaborative partners in professional domains. This paper explores the multidimensional benefits of this human-machine paradigm through an interdisciplinary lens, focusing on its transformative impact on sports science and healthcare. We analyze how AI-driven predictive systems and wearables enable a paradigm shift from reactive tracking to proactive health intervention. Furthermore, using golf analytics as a vertical case study, we demonstrate how technologies like markerless 3D motion capture and big-data caddies democratize elite sports coaching by quantifying complex biomechanics and environmental variables. Finally, the paper addresses critical ethical and data privacy challenges in highly automated systems. This study underscores that future professional excellence will depend on the multiplier effect of human intuition and AI precision.

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