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g-AMIE: Towards a Safer Medical AI (arxiv.org)
1 point by oldfuture on Jul 22, 2025 | hide | past | pdf | 1 comment on HN

In plain words: A chatbot interviews the patient but gives no personal advice, then hands its findings to a doctor who reviews later and stays responsible. In 60 simulated cases, it beat nurse practitioners, physician assistants, and doctors doing the same no-advice interview, with better final decisions.

Abstract · Towards physician-centered oversight of conversational diagnostic AI

Recent work has demonstrated the promise of conversational AI systems for diagnostic dialogue. However, real-world assurance of patient safety means that providing individual diagnoses and treatment plans is considered a regulated activity by licensed professionals. Furthermore, physicians commonly oversee other team members in such activities, including nurse practitioners (NPs) or physician assistants/associates (PAs). Inspired by this, we propose a framework for effective, asynchronous oversight of the Articulate Medical Intelligence Explorer (AMIE) AI system. We propose guardrailed-AMIE (g-AMIE), a multi-agent system that performs history taking within guardrails, abstaining from individualized medical advice. Afterwards, g-AMIE conveys assessments to an overseeing primary care physician (PCP) in a clinician cockpit interface. The PCP provides oversight and retains accountability of the clinical decision. This effectively decouples oversight from intake and can thus happen asynchronously. In a randomized, blinded virtual Objective Structured Clinical Examination (OSCE) of text consultations with asynchronous oversight, we compared g-AMIE to NPs/PAs or a group of PCPs under the same guardrails. Across 60 scenarios, g-AMIE outperformed both groups in performing high-quality intake, summarizing cases, and proposing diagnoses and management plans for the overseeing PCP to review. This resulted in higher quality composite decisions. PCP oversight of g-AMIE was also more time-efficient than standalone PCP consultations in prior work. While our study does not replicate existing clinical practices and likely underestimates clinicians' capabilities, our results demonstrate the promise of asynchronous oversight as a feasible paradigm for diagnostic AI systems to operate under expert human oversight for enhancing real-world care.

Elahe Vedadi, David Barrett, Natalie Harris, Ellery Wulczyn, Shashir Reddy, Roma Ruparel, Mike Schaekermann, Tim Strother, Ryutaro Tanno, Yash Sharma, Jihyeon Lee, Cían Hughes, et al.
arXiv:2507.15743 · cs.AI, cs.CL, cs.HC, cs.LG · submitted Jul 21, 2025
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Guardrailed AMIE (g-AMIE) from DeepMind is an AI system that does:

-patient interviews to gather medical history

-never shares medical advice or diagnosis if not reviewed and approved by licensed doctors

apparently g-AMIE followed safety rules 90% of the time compared to 72% for human doctors