Welcome To The Health XAI Study

AI in Healthcare Research Study — Help Us Improve AI Explanations
Thank you for your interest. We are studying how to best explain an AI's heart attack risk predictions. We are comparing different explanation styles to find which is the most clear, trustworthy, and useful.

This study takes about 35–45 minutes. You will:

  • Answer brief background questions
  • See one of three randomly assigned explanation styles
  • Provide your feedback on the explanation after each case
Your participation is valuable and helps in building better AI tools for healthcare.

Informed Consent
Personal Information
The following questions help us understand the diversity of perspectives in our study. All responses are strictly confidential.
Education & Professional Status
Answer the following questions only if you answered "Yes" above.
Health Literacy
The following questions apply to non-healthcare professionals only.
1 = Strongly Disagree  |  10 = Strongly Agree
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
General Digital & AI Literacy

Not at all confidentExtremely confident
1
2
3
4
5
6
7
8
9
10
Rate your level of concern for each item below (1 = Not at all concerned, 10 = Extremely concerned)
Not at all concerned Extremely concerned
1 2 3 4 5 6 7 8 9 10
AI making errors that harm patients
Bias or unfairness in AI recommendations
Privacy and security of patient data
AI replacing human clinical judgment
Baseline Attitudes Toward AI
Please indicate your level of agreement with the following statements about AI in healthcare, BEFORE using the system today.

1 = Strongly Disagree  |  10 = Strongly Agree
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Not at all confidentExtremely confident
1
2
3
4
5
6
7
8
9
10

Attention Check: To ensure data quality, please select option 6 for this question.
Strongly DisagreeStrongly Agree
1
2
3
4
5
6
7
8
9
10
Study Information
Purpose of the Study

This research study aims to evaluate the effectiveness of AI-driven clinical decision support systems in healthcare settings. We are investigating how different presentation methods of AI predictions affect healthcare decision-making processes.

Duration

The study typically takes 35–45 minutes to complete and consists of reviewing patient scenarios and providing your assessment of clinical recommendations.

Privacy & Confidentiality

Your responses will be kept strictly confidential and anonymous. No personally identifiable information will be collected or stored. All data will be used solely for research purposes and may be included in academic publications and presentations.

Voluntary Participation

Your participation in this study is entirely voluntary. You may withdraw at any time without penalty. You are free to skip any questions you do not wish to answer.

Questions or Concerns

If you have any questions about this research study, please contact the research team at research@institution.edu or through direct contact.