Commentary & Perspectives

AI Is Already Screening Residency Applicants — Before the Legal Rules Are Clear

Programs are rapidly adopting AI-based review tools for residency applications, even as questions remain about accuracy, discrimination risk, and who is accountable when the systems get it wrong.

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  • 1

    AI selection matched only 7% of human director choices.

  • 2

    AAMC partnered with Thalamus for AI tools in residency.

  • 3

    Potential legal issues from AI bias highlighted.

  • 4

    Spatz v. Regents of UC may impact residency practices.

  • 5

    Authors stress consulting legal counsel before AI deployment.

  • 6

    Efficiency gains may compromise fairness.

  • 7

    AI output errors could affect applicant evaluations.

  • 8

    Unclear legal frameworks raise liability concerns.

Original Source(s)

AI Is Already Screening Residency Applicants — Before the Legal Rules Are Clear

  • by Kerri Miller

  • March 19, 2026

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