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From Bainbridge to bedside: applying automation insights to medical curriculum and assignment design in the artificial intelligence era

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1. Introduction

2. Deskilling by offloading: preserve core competencies in AI-augmented learning

3. The monitoring trap: teach vigilance and AI literacy

4. Ironies of automation: train for what AI cannot do

5. Out-of-the-loop hazards: train for human intervention during AI failure

6. Conclusion

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