WHO dossier/Governance Frameworks
Part 07 · Governance frameworks
AI governance and EIP governance meet at accountability.
The paper aligns evidence-informed policy governance with AI governance: transparency, participation, auditable decisions, data quality, rights, risk-based oversight, and life cycle monitoring.
Alignment
Shared governance logic.
framework readingTransparentExplain source, method, AI role, assumptions, and limits.
ParticipatoryInclude affected communities, experts, implementers, and decision owners.
AuditableRetain prompts, outputs, source trails, review decisions, and revisions.
AdaptiveMonitor outcomes and update evidence as new signals emerge.
iFeed decoding
Frameworks become real through records.
operating bridgeThe useful bridge is from principle to retained evidence: owner, use case, data source, AI method, human review, risk rationale, action, and review date.