Educators weigh how to use AI without losing critical thinking - Takeaways - MDSpire
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Educators weigh how to use AI without losing critical thinking

  • By

  • Julia Cipriano, MS, CMPP

  • September 10, 2026

  • 8 min

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  • 1

    Health-care education must emphasize reasoning and critical evaluation of AI, rather than solely focusing on information recall.

  • 2

    Clinicians need to learn how to work with AI without losing essential critical thinking skills, as reliance on AI may lead to deskilling.

  • 3

    A 'teach for transfer' approach is advocated to help learners apply knowledge in new contexts and strengthen analogical reasoning.

  • 4

    AI tools should be designed to support cognitive development by challenging users and encouraging active engagement with the technology.

  • 5

    Tool fluency is essential for effective AI use, as users must understand how tools interact and the potential for incorrect information.

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