Authorship and AI Collaboration Disclosure

What is human-authored

This work is human-authored. I developed the framework, core analysis, evidence-tier judgments, and cross-disciplinary synthesis.

How AI was used

AI tools were used as an “AI scribe” for drafting, structural expansion, language refinement, and publishing workflow speed. Final claims, wording, and confidence assignments are author-reviewed and author-approved.

What AI was not used for

AI assistance is editorial and production-oriented; it is not the source of the framework itself.

Accountability and revision policy

I retain full responsibility for this document. Substantive revisions are reviewed by me before publication, and evidence-tier assignments are updated only through author approval.