AIF-C01 Question 195
Select 3A healthcare company uses an AI model to predict the likelihood of patients developing a specific medical condition. To ensure the model aligns with human-centered design principles for explainable AI, what should the company prioritize when designing the user interface for medical professionals?
- A
Presenting model predictions along with clear explanations of key factors influencing the decision.
- B
Limiting the amount of information displayed to users to avoid overwhelming them.
- C
Providing interactive elements that allow users to explore how changes in input data affect predictions.
- D
Ensuring the interface uses technical terminology to maintain accuracy.
- E
Incorporating visualizations that make complex data relationships easier to understand.
Show answer and explanation
Correct answers: A, C, E
Explanation
Human-centered design for explainable AI focuses on ensuring end-users can understand and interact with AI systems effectively. This involves providing clear explanations for predictions, offering interactive tools to explore the model's behavior, and using visualizations to represent data in an accessible way. These elements help build trust in the model and enable users to make informed decisions based on its outputs.
- A. Correct.
This is correct. Human-centered design for explainable AI emphasizes transparency and providing clear explanations for predictions to help users trust and understand the model.
- B. Incorrect.
This is incorrect. While avoiding overwhelming users is important, oversimplifying the information to the point of omitting critical details can reduce the model's usability and explainability.
- C. Correct.
This is correct. Interactive elements support human-centered design by enabling users to better understand the model's behavior and gain insights into how predictions are generated.
- D. Incorrect.
This is incorrect. Excessive use of technical terminology can alienate non-experts, which goes against the principles of human-centered design that aim for accessibility and clarity.
- E. Correct.
This is correct. Visualizations can help users grasp complex relationships in the data, making the AI model's outputs more interpretable and user-friendly.