Public Health And Epidemiology Codexery — Data & Quality

We publish our audit record because accuracy claims should be checkable. Every entry on this site runs through an automated fact-audit pipeline (accuracy audit → source-grounded repair → visual QA); this page is generated from that pipeline's own report, not written by hand.

Last full accuracy audit: 2026-09-03 · 5 entries checked · 2 flagged · 3 issues confirmed · 2 corrected · 1 still open

Recent findings (audit lane, verbatim)

Preventive healthcare — The statement 'Goldston (1987) notes that these levels might be better described as prevention, treatment, and rehabilitation' is a misattribution; the widely known source for this alternative framing is the 1974 Canadian government report 'A New Perspective o

Preventive healthcare — The claim that 'primal prevention' is a standard level of prevention is not canonically recognized in standard public health textbooks (e.g., Leavell & Clark or the classic prevention framework).

Vaccination — The 'DID YOU KNOW' section claims vaccination prevents 3.5–5 million deaths per year according to the WHO, but the WHO's widely cited figure is 2–3 million deaths prevented per year.

Open data

All content is fetchable as JSON at /data/content/ · llms.txt · sitemap

Corrections

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