
This checklist provides a structured assessment instrument for external auditors, Joint Commission surveyors, and regulatory bodies evaluating AI-supported clinical governance architectures. It operationalizes substrate-layer structural signal detection across ten governance domains: oversight structure and accountability, model lifecycle and vendor management, clinical workflow integrity, assumption lifecycle management, boundary deformation and shadow governance detection, cross-substratepropagation controls, escalation playbooks and severity tiers, regulatory alignment (OCR/ONC/CMS), documentation and audit trail completeness, and final auditor determination. Each domain specifies observable indicators, pass/partial/fail criteria, severity tier implications if failed, and required evidence artifacts. The instrument is designed to detect structural failures—governance conditions that precede incidents—rather than relying exclusively on incident-based assessment.
AI governance, clinical decision support, structural signal detection, audit framework, healthcare AI safety, assumption lifecycle, boundary deformation, cross-substrate propagation, severity tiers, HIPAA, OCR, ONC, CMS
AI governance, clinical decision support, structural signal detection, audit framework, healthcare AI safety, assumption lifecycle, boundary deformation, cross-substrate propagation, severity tiers, HIPAA, OCR, ONC, CMS
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
