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Beyond the detector trap: a human-centred evidentiary framework for fair academic integrity decisions in the generative AI era

Generative AI (GenAI) and large language models have disrupted traditional assumptions about academic writing, authorship, and assessment in higher education. While institutions often rely on AI-detection tools, this approach risks a detector trap: reducing complex academic integ...