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. 2026 May 29;17:1827571. doi: 10.3389/fpsyg.2026.1827571

Table 5.

Topics in the expert interviews—Connotations, typical quotations, and model mapping.

Topic Connotation (key point) Typical quotation (quoted from what the expert said) Corresponding relation with the research model
Visual presentation - Initial attraction and uninstallation threshold
- Avoidance of the “uncanny valley” effect and prevention of homogenization
- Needed customizable options such as skins/themes
“Young users will not give you a chance to ‘warm up slowly’; if it does not appeal at first glance, they’ll uninstall it.” said E2. Corresponding to visual appeal (visceral level); directly influencing user experience.
Interactive intelligence - Natural language understanding and conversation coherence
- Emotional recognition and empathetic response
- Cross-session learning and memory
“Users will soon realize it’s just an advanced voice assistant if an AI can only respond mechanically.” said E1. Corresponding to interaction quality; intersecting with perceived personalization to jointly influence user experience and acceptance intention
Personalized perception - Memorizing personal details and recalling them at the right time
- Dynamically adjusting tone/rhythm
- Ensuring transparent and controllable data collection
“I’d be instantly touched if an AI can remember my complaints yesterday and proactively ask me about that today.” said E3. Corresponding to perceived personalization/intelligent adaptability; positively influencing user experience and acceptance intention
Ethical acceptability - Encryption of chat data and storage location
- Psychological risks of excessive dependence
- Social stigma and positioning strategies
“What users are worried about is not the AI itself, but rather who might witness their vulnerabilities.” said E2. Serving as a moderating variable (trust) influencing the strength of the path from emotional design to behavioral intention
Usage scenario - High-frequency periods: late at night, during commuting, and in fragmented rest intervals
- Typical emotions: loneliness, stress, boredom
- Cultural differences: Japanese and Korean > European and American > Chinese
“Many people do not lack friends; rather, they cannot find someone to chat with at 2 a.m.” said E1. Serving as a control variable (contextual fit) for adjusting the overall model error