Healthcare

HHS OIG found cases where California Medicaid fraud determinations did not reliably become the required downstream reporting and financial actions. The case establishes consequence continuity: a finding is not institutionally complete until its required effects propagate across organizational boundaries into dependent decisions, actions, and records.

HHS OIG found $587.7 million in ineligible Medicare Part D payments after drug status changes failed to propagate consistently through FDA data, labeling, CMS formulary records, and downstream payment logic. The case demonstrates that authoritative state changes are dependency events, not local database updates.

An HHS OIG audit of Arizona Medicaid shows that policy authority is not operational governance by itself. Institutions must preserve evidence showing how governing requirements actually constrained decisions and actions.

Provenance proves where information came from; it does not prove that the information is sufficient, authorized, or contextually appropriate evidence for a particular institutional decision. Trustworthy AI must preserve the transition from Source to Evidence and then qualify that evidence through Authority and Context.

Healthcare AI governance increasingly recognizes data provenance as a minimum trust requirement. But provenance alone cannot preserve the institutional relationships that connect clinical evidence to authority, context, decisions, actions, records, and responsible future reuse.