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#Biology Education

Biology Education

2 makalah

University learners and a tutor discuss a cell worksheet with written reasons and a confidence judgment beside a practice-question interface.
Makalah konferensi2025
Makalah konferensi 192

How Adding Metacognitive Requirements in Support of AI Feedback in Practice Exams Transforms Student Learning Behaviors

Mak Ahmad, Prerna Ravi, David Karger, Marc Facciotti

Proceedings of the Twelfth ACM Conference on Learning @ Scale

A large biology course tested several forms of practice-exam feedback, including GPT-4o explanations and textbook links. No significant overall difference emerged in subsequent exam performance between feedback conditions. Students nevertheless described useful changes in how they reasoned, judged confidence, and studied. Because every condition required an explanation and confidence judgment, the trial cannot isolate those requirements as the cause of learning gains. It offers a careful distinction between reported study changes and measured achievement.

Learning at ScaleBiology EducationMetacognition
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A teacher and two students compare plant and animal cell diagrams with a laptop classification display while one student records reasons in a notebook.
Makalah jurnal2025
Makalah jurnal 140

Biology lessons provided a concrete route into AI concepts, but gains did not extend clearly to biology knowledge

Shenghua Zha, Marcy Maulucci Bragdon, Na Gong, Jinhui Wang, Silas Leavesley, Rachel Eaton, Erin Bosarge

International Journal of Artificial Intelligence in Education

Researchers integrated four AI lessons into an honors biology course attended by 37 secondary students. Activities linked cell classification, neural networks and biological applications with familiar science content. Among students with paired assessments, AI knowledge improved significantly while biology knowledge did not. Worksheet explanations revealed both useful cross-disciplinary connections and persistent misconceptions. This classroom case supports further curriculum development, but its small sample and lack of a control group preclude a causal effectiveness claim.

AI literacybiology educationsecondary education
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