research
The Medical Model Entered the Video Visit
A Gemini-based multi-agent system was rated against physicians across 100 simulated primary-care video consultations.
Summary
A Gemini-based multi-agent system was rated against physicians across 100 simulated primary-care video consultations.
In a randomized OSCE study with 30 primary-care physicians, 15 patient actors and 100 scenarios, evaluators rated AMIE Video on par with or better than physicians for history-taking, diagnosis, management and visual observation. Patient actors preferred its explanations, while physicians retained an advantage in rapport and partnership. The system still struggled with anatomical precision, subtle affect and fast motion. This controlled simulation does not establish clinical safety or authorize unsupervised care.
Why it matters
A Gemini-based multi-agent system was rated against physicians across 100 simulated primary-care video consultations.
Limits and context
- This controlled simulation does not establish clinical safety or authorize unsupervised care.
Key claims
A Gemini-based multi-agent system was rated against physicians across 100 simulated primary-care video consultations.
Qualification: This controlled simulation does not establish clinical safety or authorize unsupervised care.
Evidence: source-2026-08-11-006
Sources
- arXiv preprint 2608.09861arXiv · primary research
Corrections
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