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Article History

Received: 9 April 2025

Accepted: 27 April 2026

First Online: 8 May 2026

Declarations

:

: The authors declare no conflict of interest.

: Not applicable. This study did not involve human participants, animals, or any data requiring ethical approval.

: Not applicable. This manuscript does not contain any individual person’s data in any form.

: Not applicable. This study did not involve the use of physical materials.

: Code artifacts and supporting materials are available in the project repository at and archived with DOI . Components that depend on third-party credentials or deployment-specific infrastructure are documented for reproducibility and can be provided upon reasonable request.