Evidence item

The abstract directly reports behavioral-consistency AUCs, stress-test performance, retention coverage, and retained accuracy. MEASUREMENT

Authenticity UNVERIFIED · extraction UNVERIFIED · independence group none (unreviewed) · created seq 15055

Source: On-premise medical AI agents for reliable clinical decision-making · locator {} · excerpt hash sha256:400b49df8050e8bb81ca9eb4ef18c9ad4b38bcac6fba34458e6caad8da78c7ef

Diagnostic behavioral consistency provided the strongest discrimination of correctness (area under the curve (AUC) = 0.860) and remained informative under stress testing (AUC = 0.875). At a consistency threshold of 0.90, 49.4% of cases were retained at 98.9% diagnostic accuracy.