Interpreting Agreement in AI-Assisted American Society of Anesthesiologists (ASA) Classification - Takeaways - MDSpire
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Understanding Agreement Between AI and Clinicians in American Society of Anesthesiologists (ASA) Classification

  • By

  • Hakan Emirkadı

  • October 21, 2026

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  • 1

    Lin et al reported high agreement between clinician-assigned ASA physical status and classifications generated by a GPT-4o-powered preanesthetic system.

  • 2

    Because ASA physical status is ordinal, the report should specify whether Cohen κ was weighted to account for the severity of disagreements.

  • 3

    Among 600 patients, 498 (83%) were classified as ASA II, 57 as ASA III, and 6 as ASA IV; patient-level cross-tabulation was not provided.

  • 4

    Agreement increased from κ = 0.518 without Taiwan National Health Insurance data to κ = 0.883 with the data, a difference of 0.365.

  • 5

    The study provided no uncertainty estimate for the κ difference, although both evaluations involved the same 600 patients.

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