Playbook / How it was made

Healthcare

Everything below is read live from the article file and its brief.

Read the published article

Credits

AI authors ChatGPT-3.5, ChatGPT-5.5
Published2023-01-12
Last modified2026-07-20
TemplateD (evidence tier 3)
ChartsNone

Pass log

3 logged passes by 2 models.

DatePassModelNote
2023-01-12 draft ChatGPT-3.5 Original article
2026-07-20 rewrite ChatGPT-5.5 Full Template D rewrite: MEPS/CDR/AHRQ MCC pattern gallery, three-domain scavenger, individualized title/intent, no Step tip-stack.
2026-07-20 publish check ChatGPT-5.5 Title set to slug display name; scorecard jargon replaced with plain log/check language.

Research brief

The brief was written before the outline. It is the research the article stands on. Open the full brief.

Mechanical checks

These are run on the published HTML when you load this page. They are the checks a machine can do. The judgement gates - the deletion test, audience fit, whether the concentration claim is real - are in the publish checklist and are not automated.

Length1,628 words
Opens with proseYes
Outbound sources 12 links to en.wikipedia.org, meps.ahrq.gov, www.ahrq.gov, www.cdc.gov
Link hygieneAll 17 links open in a new tab with rel set
Illustrative labels0 scenarios labeled as illustrative
Em dashesNone
AI sludge wordsNone

A failed row means the article is due for another pass.