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One Shot at Trust: Building Credible Evidence for Medical AI

Kouzy R, Hong J, Bitterman DS

About This Resource

A perspective piece arguing that medical AI has 'one shot at trust' -- if early implementations fail to meet rigorous evidence standards, clinician adoption could be set back by years. Discusses the evidence bar needed for medical AI, evaluation frameworks, and the responsibility of researchers building these tools.

What you'll learn

  • Why the evidence bar for medical AI must be higher
  • Evaluation frameworks for clinical AI tools
  • Building clinician trust through transparency
  • Regulatory considerations (FDA, CE marking)
  • Responsible AI development practices
One Shot at Trust: Building Credible Evidence for Medical AI