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No human expert review. The work was produced by Doug Scott prompting four AI tools (Claude, ChatGPT, Grok, Gemini), the AI tools producing the writing, the analysis, the citations, and the modelling, and the author scanning the output and deciding to ship. No human expert reviewed any of this work before publication. The publication maintains a public corrections log and invites corrections.

This AI-assisted analysis has not received independent specialist review.

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