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Article History

Received: 25 December 2025

Accepted: 12 May 2026

First Online: 17 May 2026

Declarations

:

: This study is mainly based on historical teaching management data and institutional operation data formed in the process of curriculum collaborative construction between universities and elderly care institutions for analysis and model training, and does not involve any human subject experiments or animal experiments. Therefore, this study does not require formal ethical review or approval. Meanwhile, all data used in the research have been anonymized and aggregated, only for academic research and model validation, without involving any personal privacy information or sensitive data. The whole research process strictly follows academic research norms and data usage principles to ensure the compliance of the research process and the safety of data usage.

: Not applicable.

: The authors declare no competing interests.