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Article History

Received: 25 February 2026

Accepted: 20 August 2026

First Online: 10 September 2026

Declarations

Ethics approval and consent to participate: Not applicable. This study did not involve human participants, human data, human tissue, animals, or clinical interventions. No curriculum experts or other participants were involved in the present study. This study did not involve human participants, and informed consent to participate was therefore not required.

Consent for publication: Not applicable. This study did not include human participants or identifiable participant data requiring consent for publication.

Statistical treatment: No inferential statistics, hypothesis tests, confidence intervals, or formal effect-size estimates are reported in this paper. Quantitative figures are descriptive properties of the pilot run, with sensitivity to similarity threshold reported as the principal uncertainty disclosure. Inferential evaluation is identified as future work.

Competing interests: The authors declare no competing interests.