Audited Hybrid-Map versus Multi-Page Novakian Bundles: A Delayed-Recognition Cost in Study-Consumption

Working manuscript. A 419-participant mixed-methods experiment comparing Hybrid Maps with audited Novakian Knowledge Models across repeated learning sessions.

Authors: Iman YeckehZaare · Venue/status: Learning Science

This working manuscript reports a within-subject study of 419 participants, nine passages, and three sessions comparing paragraph-preserving Hybrid Maps with expert-authored Novakian Knowledge Model bundles under an audited baseline protocol.

Public artifact boundary: this route exposes status, authorship, visual summary, citation metadata, and the contribution boundary; manuscript files are posted only when review and prepublication rules allow it.

The rendered manuscript page adds status, visual summary, review boundary, citation metadata, and contribution notes. Key links: home, systems, papers, manuscripts, Google Scholar, GitHub, LinkedIn, ORCID, MIT profile, and CV PDF.