SignalHealthcare – ProvidersData story

Doctors ask AI how to treat patients more than what they have

In a JAMA study of one AI clinical platform, treatment and management made up 33.1% of physician queries and diagnosis 13.9%. OpenEvidence, the platform, supplied the data, and three of its employees co-authored the study.

Key figures

  • 33.1% Of physician queries were about treatment and management. Diagnosis: 13.9% · clinical decision-making overall: 51.9%. (JAMA, published online 15 Oct 2026)
  • 88% Of emergency physicians' queries were outside their own specialty. Lowest: oncologists and hematologists, 35%. (JAMA, published online 15 Oct 2026)

OpenEvidence supplied the data, and three of its employees co-authored the study. A language model classified a sample of 38.8 million queries.

The diagnosis is the scene everyone remembers. Then the patient asks what happens now, and the harder part begins: which treatment, and whether it clashes with the pills already in the bag.

That second question is the one clinicians bring to AI more often. A JAMA study published online October 15, 2026 looked at OpenEvidence, an AI clinical information platform, where "952 008 clinicians (58.5% female), including 556 200 physicians, submitted 271 million queries during the 2.5-year study period." OpenEvidence supplied the data, and three of its employees co-authored the study, IBM reports. A language model sorted a sample of 38.8 million queries by purpose.

In the abstract's words: "Most queries addressed clinical decision-making (51.9%), particularly treatment and management (33.1%), whereas diagnosis accounted for 13.9% of queries." The Key Points give those two as shares "of physician queries." Treatment outnumbers diagnosis. Neither is a majority.

Hand-drawn chart: treatment and management at 33.1% and diagnosis at 13.9% of queries, inside a 51.9% bracket for clinical decision-making. Questions outside a physician's own specialty range from 35% in oncology and hematology to 88% in emergency medicine.
Chart drawn from figures in the JAMA abstract, published online 15 Oct 2026. OpenEvidence supplied the data, and three of its employees co-authored the study.

Doctors also ask outside their own field. "Queries addressing topics outside physicians' own specialties ranged from 35% among oncologists and hematologists to 88% among emergency department physicians." For an emergency physician, outside the specialty is more or less the job description.

The question doctors bring to the machine is less often what is this and more often what now. Whether the machine's answers were any good is a different study, and this is not that study.

Get new AI Value Index records in your inbox.

Subscribe