How Painsh publishes validated problem signals

Painsh public research pages are generated from retained evidence rather than example numbers. Every published snapshot records a fixed data window, query version, and source policy so the result can be recalculated.

The public layer only includes validated problem clusters. Early exploration signals remain useful for registered research, but they are not presented as market conclusions or placed in indexable pages.

The data panel on this article is computed from the same approved-source query used by the public problem pages. A zero count is a real result: it means the selected window has no publishable validated evidence yet.

Use the public snapshot to understand the method, then open the research workspace when you need source-level evidence and the surrounding counter-evidence.