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Vector Space Model
TECH
A vector space model represents entities as numerical vectors so that their similarity and alignment can be measured geometrically. In ATH (WP10) it is the method behind Cognitive Transfer Efficiency: practitioner competencies and protocol requirements are encoded as vectors, and their proximity quantifies how well a given Scholar-Technician is matched to a given intervention — surfacing training gaps and ensuring the right person executes the right P-Code. It is the same family of mathematics that underpins modern semantic search, applied to operational competence.
cognitive transfer efficiency
A vector space model represents entities as numerical vectors so that their similarity and alignment can be measured geometrically. In ATH (WP10) it is the method behind Cognitive Transfer Efficiency: practitioner competencies and protocol requirements are encoded as vectors, and their proximity quantifies how well a given Scholar-Technician is matched to a given intervention — surfacing training gaps and ensuring the right person executes the right P-Code. It is the same family of mathematics that underpins modern semantic search, applied to operational competence.
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