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Cognitive-demand-specific gains from criterion-referenced self-assessment: section-level evidence triangulated against an intervention-blind classifier in a foundation-year engineering laboratory
engineering education, large language models, evaluative judgement, Higher Education, scaffolded writing, cross-coding adjudication
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