Xuebin Huang (2025) “The Efficacy Mechanism of AI-Driven Human-Machine Collaborative Innovation under the Three-Dimensional Interactive Framework: Mediation by Digital Capabilities, Moderation by HRM Transformation, and Empirical Evidence from Multiple Industries”, Al lnnovations and Applications, 1(1), pp. 46–56. doi:10.63944/7bv7.AIA.