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Closed-Loop Quality Assurance for Production Clinical AI Documentation

2026-05-29

Abstract excerpt

A closed-loop quality system deployed across thirteen US hospital sites resolved physician complaints with zero regressions on 42 tracked cases across 1,089 optimization iterations, while a deterministic assembly-agent replacement cut H+P trace latency from 19.6 s to 10.8 s (−8.8 s, 95% CI [−10.5, −7.1] s; n = 100 pre, n = 100 post). The system autonomously diagnoses, repairs, and verifies quality in production...

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Literature Corpus work
bb398921-a9c8-5733-9eec-21101fb49e3d
DOI
10.64898/2026.05.27.26353977
Open publication

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Closed-Loop Quality Assurance for Production Clinical AI DocumentationDOI 10.64898/2026.05.27.26353977
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