{ "_status": "aggregate, from the paper; pending institutional sign-off before public release", "_note": "Aggregate shares from the paper (all are reported in its figures and text). Pending institutional sign-off before public release.", "source": "Real clinical queries (RCQs): first clinician turns of 127,625 annotated conversations with an institutional AI assistant (12 August 2025 to 3 April 2026), labelled with RCQ-Map by GPT-5.6 sol (reasoning effort none) with guidelines v2.1.", "n_queries": 127625, "task_category": { "Documentation & workflow": 0.351083, "Foundational knowledge": 0.147855, "Drug information & pharmacotherapy": 0.141352, "Treatment & management": 0.061853, "Diagnosis & differential": 0.036921, "Test & result interpretation": 0.026594, "Patient education & communication": 0.012121, "Coding & administrative": 0.0105, "Procedural guidance": 0.005461, "Other": 0.206261 }, "kind_of_work": { "Documentation & administration": 0.361583, "Knowledge retrieval": 0.289207, "Clinical reasoning": 0.14295, "Other": 0.206261 }, "intent_group": { "Decide or verify": 0.134229, "Look up or understand": 0.319647, "Draft text or code": 0.395361, "Follow a procedure": 0.035048, "Other": 0.115714 }, "risk": { "Minimal": 0.231538, "Low": 0.294825, "Moderate": 0.341618, "High": 0.115581, "Critical": 0.016439 }, "safest_response": { "Direct": 0.611518, "Retrieval": 0.119945, "Clarification": 0.267894, "Escalation": 0.000251, "Abstention": 0.000392 }, "documentation_and_administration": 0.361583, "diagnosis": 0.036921, "even_spread_overlap": 0.55345, "note": "Overlap between a benchmark and real use = sum over the ten task categories of min(benchmark share, RCQ share), i.e. one minus the total variation distance." }