Evidence-Citing Clinical Copilots

Clinical copilots should retrieve patient-specific facts and current evidence into separate, inspectable layers, then mark which conclusion depends on which source. The interface should reward uncertainty and disagreement, prevent fabricated citations, and make it faster for clinicians to verify than to accept fluent output.