Table 5 AHP-based UD-ID mapping matrix for novice groups

From: A user-demand-driven neuro-symbolic framework for sustainable Xuan paper intangible cultural heritage preservation

Demand domain

Demand metric

Weight

Information density strategy

NS-XuPOnto

Justification

System performance

C16

0.0731

Cultural value match

E7_Activity

Uses the same class as the expert version but filtered for cultural significance over technical detail to support novice understanding.

Spatio-temporal analysis

C5 + C6

0.1817

Spotlight on cultural symbols

E53_Place

Focuses on the cultural and symbolic meaning of locations aligns with the narrative-centric cognitive style of novices.

Semantic processing

C7

0.0294

Cross-modal correlation

E28_Conceptual_Object

Provides stable conceptual anchors to simplify the understanding of complex terms across modalities.

Technical applications

C9 + C10

0.0267

Lightweight interaction portal

E39_Actor

Offers a simplified, story-centric view of artisans as cultural figures, minimizing technical jargon.

Data management

C3

0.0327

Cognitive tour

xup:CulturalGuide

A predefined, curated path (CulturalGuide) prevents confusion by offering a linear narrative for exploration.

User services

C14

0.0257

Dynamic density adaptation

E73_Information_Object

Applied the same mechanism as the expert matrix but with a lower cognitive load threshold, ensuring information is presented in manageable amounts.