Table 1.

The ATL-HE model framework

StageComponentsDescription
InputAI tools (ChatGPT, bard, etc.), educators’/students’ readiness, institutional supportFoundational elements required for AI-driven ATL: technology resources, competency building and institutional policy
ProcessPersonalized learning, collaborative learning, continuous feedback, cocreationCore ATL activities facilitated by AI: tailored learning experiences, hands-on collaboration and adaptive assessments
OutputCritical thinking, inclusion, ethical AI useDesired learning outcomes: enhanced skills for problem-solving, inclusive environments and ethical AI integration

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