Documented now
- A capture → structure → longitudinalize → interpret → measure → handoff → human decision → update lifecycle
- A PSLAI audit model for longitudinal integrity
- Explicit evidence-state, contradiction, uncertainty, provenance, and burden checks
- Purpose-specific framing without changing the underlying claims