Governed Auditable Decisioning Under Uncertainty: Synthesis and Agentic Extension

When automated decision systems fail, organizations frequently discover that formally compliant governance infrastructure cannot reconstruct what happened or why. This paper synthesizes an operational governance evidence framework -- structural accountability collapse diagnostics, decision trace schemas, evidence sufficiency measurement, and label-free monitoring -- into an integrated chain and analytically assesses its transferability across four decision system architectures. The cross-archite

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ethics.ai (21 April 2026), “Governed Auditable Decisioning Under Uncertainty: Synthesis and Agentic Extension,” evidence record 5563, https://ethics.ai/record/5563 (originally published by arXiv).

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