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Virtual Heart Team

Complex revascularization — left main, multivessel, frailty — sits in genuine equipoise.

Core trick

Four Claude agent personas deliberate over two rounds, and drift is computed in code from N=5 samples per framing rather than reported by a model.

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Complex revascularization — left main, multivessel, frailty — sits in genuine equipoise. Guidelines mandate a Heart Team, yet 20–24% of recommendations flip on re-discussion, and the specialty of whoever is in the room shifts CABG rates. Most centers have no Heart Team at all. Virtual Heart Team convenes four Claude agents — interventional cardiologist, cardiac surgeon, clinical cardiologist, non-voting methodologist — over two deliberation rounds, grounded in a 30-citation evidence base built with Claude Science, every DOI verified and auditable from the UI. Sonnet runs the agents; Opus runs intake and synthesis. Each proceduralist runs in advocate and neutral framings, N=5 samples each, and drift is computed deterministically in code — no model produces the number. Drift came out near zero. So we pointed Claude Code at our own headline metric and asked it to find the flaw. It did: the advocate prompt's CONCEDE clause bounds advocacy by construction. We ablated it. Removing the guardrail widens advocate-versus-neutral divergence from 0.20 to 0.80 (−3..+3 scale, N=5); re-running on Opus widens it to 1.20. Our finding is not that specialists are biased — we induced that bias ourselves. It is that the guardrail measurably contains it, and you can see it happen in one click, on the same patient.

The linked repo returns 404, so it was deleted or made private.

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