Similarity Ratings Reveal Expert-Novice Differences in Knowledge Organization

2026 Preprint Open access

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Authors: Priya B. Kalra, Heather L. Petcovic, John Paul Minda
DOI: 10.31234/osf.io/fc3da_v2
Cited by: 0

Abstract

In this study, we examine expert-novice differences in knowledge organization using similarity ratings. This approach revealed not only expected expert-novice differences in knowledge organization, but also aspects of expert knowledge organization that are unavailable in methods that depend on self-report or awareness.

Fields of Study & Subjects

Categorization perception and language Memory Processes and Influences Visual and Cognitive Learning Processes

Publication details

Publication date
11 February 2026
Language
EN
Document type
Preprint