ArticleScientific reports2025
Multi-layer network analysis of ACG color semantic hierarchies in digital cultural communication.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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1 citing paper in PubMed.
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2 authors.
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Abstract
Digital color design lacks scientific guidance beyond designer intuition, limiting cultural product effectiveness. This study develops a cognitive hierarchy framework integrating feature integration, ecological perception, and cultural semiotics theories to quantify ACG color cognition through network analysis. Analyzing 38,566 social media posts, three-layer semantic networks (perceptual, associative, symbolic) reveal systematic structural differences with"scale reduction-power concentration"patterns. Network position demonstrates strong association with propagation effects: perceptual layer PageRank correlates with frequency at r = 0.991 (p = 5.78e-200), explaining cognitive simplicity's transmission advantage. Cross-layer coupling identifies 1709 bridging nodes (colors that connect different network communities) with gradient connection strengths validating spreading activation theory in collective cognition. High-propagation colors exhibit significant centrality advantages, confirming structural position's decisive role. This represents the operationalized conversion from cognitive psychology to complex network analysis, establishing data-driven foundations for cultural communication design strategies.
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