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Rethinking the Integration of AI in Learning and Assessment in Health Professions Education.

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|March 17, 2026
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Summary
This summary is machine-generated.

Health professions education (HPE) must shift from policing artificial intelligence (AI) to empowering learners. Redesigning assessments and fostering AI literacy are crucial for relevant, credible education in an AI-driven future.

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Area of Science:

  • Medical Education
  • Health Professions Education (HPE)
  • Artificial Intelligence (AI) in Education

Background:

  • Current approaches to AI in HPE are reactive and enforcement-driven, fostering suspicion and potentially undermining learning.
  • Existing assessment models are ill-equipped for the AI era, risking fairness and student trust.
  • Unreliable AI detection technologies exacerbate challenges in academic integrity.

Purpose of the Study:

  • To advocate for a paradigm shift in how health professions education engages with artificial intelligence.
  • To propose a move from a punitive, detection-focused stance to a proactive, educationally sound strategy.
  • To emphasize the need for assessment redesign and enhanced AI literacy.

Main Methods:

  • This perspective paper analyzes the current landscape of AI in health professions education.
  • It reviews the limitations of traditional assessment models in the context of AI.
  • It proposes strategies for fostering AI literacy and redesigning educational approaches.

Main Results:

  • A reactive, enforcement-driven approach to AI in HPE is detrimental to meaningful learning and trust.
  • Current assessment methods are inadequate and require redesign to focus on higher-order skills and authentic competencies.
  • Developing robust AI literacy for students and faculty is essential for responsible AI integration.

Conclusions:

  • Health professions education must transition from policing AI to empowering students and faculty.
  • Assessment redesign prioritizing real-time competence and authentic learning is imperative.
  • Embracing AI with a clear educational purpose will ensure credible assessments and relevant learning in the future clinical environment.