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Diagnosis, But Make It Iterative: When AI Learns Like a Doctor

Diagnosis begins with a small nuisance: the patient does not arrive as a completed spreadsheet. They arrive with pain, fragments, missing context, contradictory clues, and a clock running somewhere in the background. A doctor does not usually receive the full record, press “classify,” and return a disease label. The doctor asks for a physical exam, orders labs, checks imaging, updates the differential, and decides whether the next test is useful or merely expensive decoration. ...

March 13, 2026 · 17 min · Zelina