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Article History

Received: 12 December 2025

Accepted: 9 April 2026

First Online: 27 April 2026

Declarations

:

: The authors declare no competing interests.

: Not Applicable.

: The performance data used in this study were ethically sourced from publicly available, anonymized datasets on Kaggle, ensuring transparency and consent. All data were used solely for research purposes in analyzing and modeling VT actor performance.

: Not applicable. The study utilized fully anonymized and publicly accessible datasets, so no additional participant consent was required.

: Not applicable. The datasets do not contain identifiable personal data, images, or recordings of individuals. All results are reported in aggregated form, preserving participant anonymity.