Yang, Yuling
Wang, Tao
Li, Sien
Cai, Yuanzheng
Wu, Xiang
Article History
Received: 18 July 2025
Accepted: 26 December 2025
First Online: 9 January 2026
Declarations
:
: Ethics approval was not required for this study, as it used publicly available, anonymized data sources. All research procedures were conducted in accordance with standard ethical research practices and data protection principles. No direct human participation was involved in this study. Therefore, consent to participate was not applicable. The dataset used was openly accessible and contained no personally identifiable information.
: Consent to publish was not applicable, as the study did not include any individual or identifiable participant data. All results are presented in aggregated and anonymized form solely for academic and research purposes.
: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. The authors declare no competing interests.