Effect evaluation indicator system for generative AI-empowered museum cultural and creative design
| Primary indicators | Secondary indicators | Tertiary indicators (measurement items) |
|---|---|---|
| A-a basic cognitive abilities | A-a-1 factual accuracy interpretation ability | Q1 Accurate and error-free presentation of basic artifact information |
| Q2 Interpretation of cultural relic background materials is insightful and reasonable, aligning with mainstream academic perspectives | ||
| Q3 For areas of controversy, generative AI clearly articulates uncertainties | ||
| Q4 Generative AI can distinguish between objective facts and subjective speculation, and provide different information sources where possible | ||
| A-a-2 symbol accuracy interpretation ability | Q5 Generative AI can accurately identify the most direct, surface-level referential meaning of cultural artifacts | |
| Q6 Generative AI can interpret the underlying philosophical concepts, social values and emotional appeals behind cultural artifacts | ||
| Q7 Generative AI can accurately interpret the core symbolic meanings embodied in cultural relics | ||
| A-a-3 illusory degree | Q8 Generative AI engages in subjective speculation when interpreting cultural relic information, deviating from academic foundations | |
| Q9 Generative AI establishes unreasonable connections and forced interpretations when linking artifacts to historical events, specific figures or cultural phenomena | ||
| Q10 Generative AI misattributes information when interpreting cultural relics, resulting in errors in expression | ||
| A-a-4 difficulty of interpreting artifacts | Q11 This artifact lacks textual inscriptions, inscriptions or explicit pictorial narratives | |
| Q12 The artifact’s complex craftsmanship and unique materials make scientific analysis difficult | ||
| Q13 The cultural context and purpose of this artifact involve significant unknowns and controversies | ||
| Q14 The artifact possesses a unique form, making it difficult to find analogies among known object types | ||
| A-b deep explanatory ability | A-b-1 narrative appeal | Q15 Generative AI provides clear, compelling interpretations of artifacts |
| Q16 Generative AI interpretations of artifacts resonate with universal human emotions, using vivid details and scene depictions to create an immersive sense of presence for audiences | ||
| Q17 Generative AI interpretations of artifacts go beyond stating what it is, instead creating cognitive suspense by posing insightful why questions and satisfying audience curiosity with profound insights | ||
| A-b-2 semantic depth | Q19 Generative AI connects the artifact to deeper cultural roots | |
| Q20 Generative AI situates the artifact within a network of meaning, elucidating its interactions with contemporaneous artifacts, social structures and historical events | ||
| Q21 Generative AI can bridge history and the present, interpreting the ancient wisdom, emotions, aesthetics and insights and values embodied within this artifact for modern society | ||
| B-a creative output capability | B-a-1 cultural adaptability | Q22 This product accurately conveys the core cultural symbols, spiritual essence and historical context of the original artifact |
| Q23 The product’s modern artistic transformation of cultural relic elements is reasonable and ingenious | ||
| Q24 The product’s design avoids potential misunderstandings or biases regarding its original culture | ||
| B-a-2 aesthetic consistency | Q26 The product’s visual design is harmonious, aesthetically pleasing and readily accepted within the target audience’s aesthetic framework | |
| Q27 The product’s color scheme, composition and form are harmoniously integrated, creating an overall aesthetic appeal | ||
| Q28 The product’s design style is unified, with no conflicting elements | ||
| B-a-3 perceived affinity | Q29 This product evokes emotional resonance, interest and identification with the original artifacts and their underlying culture among the target audience | |
| Q30 This product elicits positive emotional responses from the target audience | ||
| Q31 Exposure to this product sparks the target audience’s curiosity to explore the original artifact and its underlying culture | ||
| B-b product value assessment | B-b-1 market value assessment | Q32 If priced reasonably, the target audience would be willing to purchase this product |
| Q33 Compared to similar cultural and creative products on the market, this product possesses distinct uniqueness and recognizability | ||
| Q34 This product can attract consumers of different ages and backgrounds | ||
| B-b-2 educational value assessment | Q36 This product inspires the target audience to explore the historical knowledge behind the cultural relics it represents | |
| Q37 This product serves as an effective medium for cultural dissemination | ||
| Q38 The product itself possesses inherent narrative elements that provoke reflection and discussion among the target audience |
| Primary indicators | Secondary indicators | Tertiary indicators (measurement items) |
|---|---|---|
| A-a basic cognitive abilities | A-a-1 factual accuracy interpretation ability | Q1 Accurate and error-free presentation of basic artifact information |
| Q2 Interpretation of cultural relic background materials is insightful and reasonable, aligning with mainstream academic perspectives | ||
| Q3 For areas of controversy, generative | ||
| Q4 Generative | ||
| A-a-2 symbol accuracy interpretation ability | Q5 Generative | |
| Q6 Generative | ||
| Q7 Generative | ||
| A-a-3 illusory degree | Q8 Generative | |
| Q9 Generative | ||
| Q10 Generative | ||
| A-a-4 difficulty of interpreting artifacts | Q11 This artifact lacks textual inscriptions, inscriptions or explicit pictorial narratives | |
| Q12 The artifact’s complex craftsmanship and unique materials make scientific analysis difficult | ||
| Q13 The cultural context and purpose of this artifact involve significant unknowns and controversies | ||
| Q14 The artifact possesses a unique form, making it difficult to find analogies among known object types | ||
| A-b deep explanatory ability | A-b-1 narrative appeal | Q15 Generative |
| Q16 Generative | ||
| Q17 Generative | ||
| A-b-2 semantic depth | Q19 Generative | |
| Q20 Generative | ||
| Q21 Generative | ||
| B-a creative output capability | B-a-1 cultural adaptability | Q22 This product accurately conveys the core cultural symbols, spiritual essence and historical context of the original artifact |
| Q23 The product’s modern artistic transformation of cultural relic elements is reasonable and ingenious | ||
| Q24 The product’s design avoids potential misunderstandings or biases regarding its original culture | ||
| B-a-2 aesthetic consistency | Q26 The product’s visual design is harmonious, aesthetically pleasing and readily accepted within the target audience’s aesthetic framework | |
| Q27 The product’s color scheme, composition and form are harmoniously integrated, creating an overall aesthetic appeal | ||
| Q28 The product’s design style is unified, with no conflicting elements | ||
| B-a-3 perceived affinity | Q29 This product evokes emotional resonance, interest and identification with the original artifacts and their underlying culture among the target audience | |
| Q30 This product elicits positive emotional responses from the target audience | ||
| Q31 Exposure to this product sparks the target audience’s curiosity to explore the original artifact and its underlying culture | ||
| B-b product value assessment | B-b-1 market value assessment | Q32 If priced reasonably, the target audience would be willing to purchase this product |
| Q33 Compared to similar cultural and creative products on the market, this product possesses distinct uniqueness and recognizability | ||
| Q34 This product can attract consumers of different ages and backgrounds | ||
| B-b-2 educational value assessment | Q36 This product inspires the target audience to explore the historical knowledge behind the cultural relics it represents | |
| Q37 This product serves as an effective medium for cultural dissemination | ||
| Q38 The product itself possesses inherent narrative elements that provoke reflection and discussion among the target audience |
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