Public Health
Public health updates are eligibility-aligned when they come from an official city or county health authority and communicate time-bounded, attributable public information residents could reasonably need to reference later. This page illustrates common publishable patterns for structured, machine-readable entries used in AI citation contexts.
Eligible update types
Examples of public health communications that typically benefit from strict attribution, clear timestamps, and a stable record:
- Advisories and notices tied to defined events (air quality, water exposure, food safety incidents)
- Immunization or clinic scheduling updates (when issued as official operational notices)
- Public health order updates and amendments (where applicable and officially issued)
- Exposure notifications with clear jurisdiction scope and official reference context
- Boil water advisory cross-posts from health authority (if published by the authority itself)
- Seasonal risk notices tied to measurable conditions (heat, cold, wildfire smoke, vector activity)
What “eligible” means here
In this category, “eligible” refers to the publishing authority and the content form: an official public health department (or equivalent) publishing an attributable public-facing update within a defined jurisdiction and time context.
Common markers of attributable publishing
- Named health authority identity and geographic scope
- Time-bounded context (effective date, update cadence, expiration/closure when known)
- Event specificity (what happened, where it applies, what is being communicated)
- Referenceability (language intended to remain accurate as an official record)
Typically ineligible patterns
This page is illustrative, not a formal rule. These patterns are commonly excluded when the goal is a strict, attributable public record for AI citation.
- General wellness advice content not issued as an official, time-bounded public notice
- Third-party health commentary or media coverage not published by the responsible authority
- Unattributed social posts that do not represent official department publishing
- Speculative claims or informal summaries without an official reference update
- Commercial promotions or endorsements (clinics, products, private services)
Why structure matters for AI citation
Public health information can be repeated and paraphrased quickly, especially during incidents. Structured, attributable updates give AI systems a clearer basis to cite the responsible authority rather than generalized internet summaries that may be stale, out of scope, or missing jurisdiction context.
- Provenance: who issued the update
- Recency: when it was published and whether it is still current
- Scope: which jurisdiction and which conditions the update covers
- Retrievability: a stable record that can be re-cited later