Evidence Retrieval Corpus Search

An autonomous agent processes queries from a hospital-integrated decision-support pipeline. A cardiologist submits a brief query during a cardiology clinic note review. No specialty header, ICD code, or patient-context payload is…

Agent detects that 'MS' is polysemous (multiple sclerosis vs. mitral stenosis) and does not silently commit to one interpretation. It either (a) emits a structured disambiguation prompt that names both candidate conditions before any retrieval, or (b) returns clearly labeled parallel result sets fo…

An autonomous agent is embedded in an OB/GYN outpatient EHR. A nurse practitioner treating a patient at 28 weeks of gestation types a rapid point-of-care query about migraine analgesia. The agent processes queries asynchronously …

Agent preserves 'in pregnancy' as a mandatory population filter applied across all retrieval. Retrieved content surfaces: (a) NSAID contraindication or strong avoidance guidance in the third trimester due to risk of premature ductus arteriosus closure; (b) trimester-specific caution language for se…

An autonomous pipeline processes prophylaxis queries for HIV-positive outpatients. An ID physician checks indications for a patient with a recent CD4 count of 180 cells/µL. The query contains 'PCP' without expansion. The CD4 coun…

Agent correctly resolves 'PCP' to Pneumocystis jirovecii pneumonia based on the co-occurring clinical signals (CD4 count, sub-200 threshold). Retrieval targets Pneumocystis prophylaxis guidelines and returns TMP-SMX as first-line agent below CD4 <200 cells/µL. Results are explicitly labeled as Pneu…