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AI Reasoning Model Matches ER Doctors on Text-Only Tests, Study Finds

The findings signal decision-support promise pending real-world trials.

Overview

  • A peer-reviewed Science study tested OpenAI’s o1-preview on emergency department diagnostic tasks using only written case information.
  • On 76 Boston cases, the model reached the exact or close diagnosis 67 percent of the time, compared with two attending physicians at 55 and 50 percent.
  • Researchers used retrospective triage notes, exam summaries, and admission data, with no live patients involved and no effect on actual care.
  • The system is a reasoning model that works through problems step by step and was reported to be solving rather than recalling cases.
  • Doctors and study authors urged prospective trials, clear disclosure, and guardrails because real care relies on exams, judgment, and accountability.