Liu, X. and Pitipong Yodmongkol 2026. A Data-Driven Framework for Metaverse-Based Chinese Learning System Design Based on Knowledge Flow and Open Innovation. International Journal of Computer Information Systems and Industrial Management Applications. 18, (Apr. 2026), 15. DOI:https://doi.org/10.70917/ijcisim-2026-1794.