ORIGINAL RESEARCH

Conceptual and methodological publications

Work authored and published by Mami, including the developing MAMI Theory framework and related proposals. These publications are research outputs, not proof of empirical validation or institutional adoption.

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INDEPENDENT DEMONSTRATION

Documentary method demonstration

A hypothetical AI-assisted case-handling workflow is used to demonstrate questions about source evidence, human review, exception handling, and decision responsibility. It is not client work or a study of a real organization.

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RESEARCH STATUS

Proposals remain proposals

The Epistemic Collapse Matrix is proposed; Invisible Retention Rate is an unvalidated candidate formalization; empirical testing and validation remain future research stages.

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PUBLICATIONS

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HOW TO INTERPRET THIS RECORD

Each item should be assessed on its own question, sources, method, empirical status, and limitations. A single paper, framework, or demonstration is not presented as proof of the full theory. No client case studies or testimonials are represented here.