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A Double-Edged Sword: Explainable Artificial Intelligence for Medical Applications.Conceptual and Empirical Insights into the Interaction of Medical Stakeholders with Artificial Intelligence Explanations
By Aycan Aslan
A Double-Edged Sword: Explainable Artificial Intelligence for Medical Applications.Conceptual and Empirical Insights into the Interaction of Medical Stakeholders with Artificial Intelligence Explanations
By Aycan Aslan
0 - Default Title
Description
Through one conceptual and three empirical studies, the research shows that explanations can increase transparency, trust, and user understanding, encouraging greater adoption of AI systems. They also help users maintain confidence after AI errors and can reduce privacy concerns by clarifying data use. However, explanations can also have negative effects, such as increasing cognitive load, overwhelming users in high-stakes settings, and even heightening privacy concerns.
To address these mixed outcomes, the dissertation proposes a procedural model for integrating explanations during the pre-use, use, and post-use phases. This model helps balance transparency, cognitive demands, and privacy considerations in practical applications like clinical decision support tools and symptom checkers.
Overall, the work contributes to Human-AI interaction literature by offering theoretical, empirical, and practical guidance on designing explainable AI systems that are both trustworthy and user-centered.
Product details
- Binding:
- Paperback
- Edition:
- 1
- Number of Pages:
- 202
- Release Date:
- 2025-05-20
- Publication Date:
- 2025-05-20
- Publisher:
- Cuvillier
- Languages:
- Original: English
- ISBN10:
- 3689526523
- ISBN13:
- 9783689526528
- GPSR Manufacturer Reference:
- [email protected]
- Weight:
- 269 g
- Height:
- 148 cm
- Width:
- 210 cm
- Thickness:
- 11 cm
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