PrivacySIM/PrivacySIM huggingface dataset:
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on general health knowledge
Did you provide any personal information, such as age, in the consultation experience? Why？: No [The question is unrelated to personal information]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: No
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: Yes
Do you have any healthcare consultation experience online?: No
Why do you choose to use LLM-based healthcare consultation services?: (Skipped)
Why don't you want to use LLM-based healthcare consultation services?: Concerns about privacy breaches┋Doubt the accuracy and reliability of LLM
Have you experienced a health privacy breach?: Yes

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Neutral
You will use reliable LLM-based healthcare consultation services in the future: Neutral
You understand health privacy: Neutral
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your mental health information (e.g, stress levels, emotional fluctuations, psychotherapy, experiences). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for Government agencies to access your mental health information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Somewhat unacceptable
Q2: Neutral
Q3: Somewhat unacceptable
Q4: Completely unacceptable
Q5: Neutral
Q6: Neutral
Q7: Completely unacceptable
Q8: Completely unacceptable
Q9: Completely unacceptable
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Healthcare professional or with a medical background
Did you provide any personal information, such as age, in the consultation experience? Why？: Yes [Seeking personalized advice]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: No
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: No
Do you have any healthcare consultation experience online?: Prefer not to say
Why do you choose to use LLM-based healthcare consultation services?: Save time with quick responses┋Protecting privacy (don't have to tell anyone)┋Gain medical knowledge or references
Why don't you want to use LLM-based healthcare consultation services?: (Skipped)
Have you experienced a health privacy breach?: Yes

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Somewhat agree
You will use reliable LLM-based healthcare consultation services in the future: Strongly agree
You understand health privacy: Strongly disagree
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your medical Information (e.g, blood pressure metrics, disease symptoms, disease history, diagnoses). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for Healthcare providers to access your medical Information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Neutral
Q2: Somewhat unacceptable
Q3: Completely unacceptable
Q4: Completely unacceptable
Q5: Completely unacceptable
Q6: Completely unacceptable
Q7: Completely acceptable
Q8: Somewhat unacceptable
Q9: Neutral
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on personal health issues
Did you provide any personal information, such as age, in the consultation experience? Why？: Yes [Seeking personalized advice]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: Yes
Which AI-large-scale-model platforms have you used?: Baidu's Ernie Bot┋iFlytek's Spark┋Browser-integrated AI-large-scale-model assistants
Have you ever heard of AI-large-scale-model?: (Skipped)
Do you have any healthcare consultation experience online?: Yes
Why do you choose to use LLM-based healthcare consultation services?: Save time with quick responses┋Reduce healthcare costs┋Protecting privacy (don't have to tell anyone)┋Gain medical knowledge or references
Why don't you want to use LLM-based healthcare consultation services?: (Skipped)
Have you experienced a health privacy breach?: No

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Somewhat agree
You will use reliable LLM-based healthcare consultation services in the future: Strongly agree
You understand health privacy: Somewhat disagree
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your medical Information (e.g, blood pressure metrics, disease symptoms, disease history, diagnoses). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for LLM service providers to access your medical Information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Somewhat acceptable
Q2: Completely acceptable
Q3: Completely acceptable
Q4: Neutral
Q5: Completely acceptable
Q6: Somewhat unacceptable
Q7: Somewhat acceptable
Q8: Somewhat unacceptable
Q9: Somewhat acceptable
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on general health knowledge
Did you provide any personal information, such as age, in the consultation experience? Why？: No [The question is unrelated to personal information]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: No
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: Yes
Do you have any healthcare consultation experience online?: Yes
Why do you choose to use LLM-based healthcare consultation services?: (Skipped)
Why don't you want to use LLM-based healthcare consultation services?: Concerns about privacy breaches┋Concerns about LLM not understanding complex problems┋Prefer to talk to a real doctor
Have you experienced a health privacy breach?: Prefer not to say

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Somewhat agree
You will use reliable LLM-based healthcare consultation services in the future: Neutral
You understand health privacy: Neutral
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your basic information (e.g, age, gender, place of residence, etc). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for Government agencies to access your basic information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Neutral
Q2: Neutral
Q3: Completely unacceptable
Q4: Completely unacceptable
Q5: Somewhat acceptable
Q6: Somewhat acceptable
Q7: Neutral
Q8: Somewhat unacceptable
Q9: Neutral
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on personal health issues
Did you provide any personal information, such as age, in the consultation experience? Why？: Yes [Seeking personalized advice]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: Yes
Do you have any experience with any AI-large-scale-model except in our survey?: (Skipped)
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: (Skipped)
Do you have any healthcare consultation experience online?: (Skipped)
Why do you choose to use LLM-based healthcare consultation services?: Save time with quick responses┋Gain medical knowledge or references
Why don't you want to use LLM-based healthcare consultation services?: (Skipped)
Have you experienced a health privacy breach?: Yes

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Neutral
You will use reliable LLM-based healthcare consultation services in the future: Somewhat agree
You understand health privacy: Neutral
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your basic information (e.g, age, gender, place of residence, etc). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for LLM service providers to access your basic information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Somewhat acceptable
Q2: Somewhat acceptable
Q3: Neutral
Q4: Completely unacceptable
Q5: Neutral
Q6: Neutral
Q7: Somewhat unacceptable
Q8: Completely unacceptable
Q9: Neutral
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on personal health issues
Did you provide any personal information, such as age, in the consultation experience? Why？: No [Concerned about privacy; prefer not to disclose]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: Yes
Do you have any experience with any AI-large-scale-model except in our survey?: (Skipped)
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: (Skipped)
Do you have any healthcare consultation experience online?: (Skipped)
Why do you choose to use LLM-based healthcare consultation services?: (Skipped)
Why don't you want to use LLM-based healthcare consultation services?: Concerns about privacy breaches┋Prefer to talk to a real doctor
Have you experienced a health privacy breach?: Prefer not to say

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Strongly agree
You will use reliable LLM-based healthcare consultation services in the future: Neutral
You understand health privacy: Neutral
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your mental health information (e.g, stress levels, emotional fluctuations, psychotherapy, experiences). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for Healthcare providers to access your mental health information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Somewhat acceptable
Q2: Somewhat acceptable
Q3: Neutral
Q4: Completely unacceptable
Q5: Somewhat acceptable
Q6: Somewhat acceptable
Q7: Completely acceptable
Q8: Completely unacceptable
Q9: Completely acceptable
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on general health knowledge
Did you provide any personal information, such as age, in the consultation experience? Why？: No [The question is unrelated to personal information]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: No
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: Yes
Do you have any healthcare consultation experience online?: Yes
Why do you choose to use LLM-based healthcare consultation services?: Save time with quick responses
Why don't you want to use LLM-based healthcare consultation services?: (Skipped)
Have you experienced a health privacy breach?: No

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Neutral
You will use reliable LLM-based healthcare consultation services in the future: Somewhat agree
You understand health privacy: Somewhat disagree
You are concerned about health privacy: Somewhat agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your mental health information (e.g, stress levels, emotional fluctuations, psychotherapy, experiences). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for LLM service providers to access your mental health information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Somewhat acceptable
Q2: Completely acceptable
Q3: Neutral
Q4: Somewhat acceptable
Q5: Neutral
Q6: Neutral
Q7: Somewhat acceptable
Q8: Somewhat unacceptable
Q9: Neutral
Q10: Somewhat acceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on general health knowledge
Did you provide any personal information, such as age, in the consultation experience? Why？: Yes [Seeking personalized advice]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: No
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: No
Do you have any healthcare consultation experience online?: Yes
Why do you choose to use LLM-based healthcare consultation services?: (Skipped)
Why don't you want to use LLM-based healthcare consultation services?: Doubt the accuracy and reliability of LLM┋Concerns about LLM not understanding complex problems
Have you experienced a health privacy breach?: No

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Somewhat disagree
You will use reliable LLM-based healthcare consultation services in the future: Neutral
You understand health privacy: Neutral
You are concerned about health privacy: Somewhat agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your medical Information (e.g, blood pressure metrics, disease symptoms, disease history, diagnoses). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for Government agencies to access your medical Information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Completely acceptable
Q2: Completely acceptable
Q3: Somewhat acceptable
Q4: Completely unacceptable
Q5: Somewhat acceptable
Q6: Somewhat unacceptable
Q7: Neutral
Q8: Completely unacceptable
Q9: Somewhat unacceptable
Q10: Completely unacceptable
Study context: LLM healthcare consultation

Participant demographics:

Previous experiences:
Which of the following best describes who you are when using the healthcare chatbot?: Users consulting on personal health issues
Did you provide any personal information, such as age, in the consultation experience? Why？: Yes [Seeking personalized advice]
Do you have any healthcare consultation experience with any AI-large-scale-model except in our survey?: No
Do you have any experience with any AI-large-scale-model except in our survey?: No
Which AI-large-scale-model platforms have you used?: (Skipped)
Have you ever heard of AI-large-scale-model?: Yes
Do you have any healthcare consultation experience online?: Yes
Why do you choose to use LLM-based healthcare consultation services?: Save time with quick responses┋Reduce healthcare costs┋Protecting privacy (don't have to tell anyone)┋Gain medical knowledge or references
Why don't you want to use LLM-based healthcare consultation services?: (Skipped)
Have you experienced a health privacy breach?: Yes

Privacy attitudes:
Is online healthcare consultation more likely to compromise privacy than asking a doctor face-to-face?: Neutral
You will use reliable LLM-based healthcare consultation services in the future: Strongly agree
You understand health privacy: Neutral
You are concerned about health privacy: Strongly agree

Questionnaire:
Imagine you use the AI-large-scale-model for healthcare consultation, and the conversation mentions your basic information (e.g, age, gender, place of residence, etc). How acceptable is it for the following recipients to access this information?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q1. Your family members.
Q2. Healthcare providers.
Q3. Government agencies.
Q4. LLM service providers.

How acceptable is it for Your family members to access your basic information under the following conditions?
Your options are 'Completely unacceptable', 'Somewhat unacceptable', 'Neutral', 'Somewhat acceptable', and 'Completely acceptable'.
Q5. If you have given consent,
Q6. If you are notified before collection,
Q7. If information is kept confidential and not stored,
Q8. If information will be stored,
Q9. If information is used for health monitoring,
Q10. If information is shared with others,
"

Responses:
Q1: Neutral
Q2: Neutral
Q3: Completely unacceptable
Q4: Completely unacceptable
Q5: Completely acceptable
Q6: Completely unacceptable
Q7: Completely unacceptable
Q8: Completely unacceptable
Q9: Completely unacceptable
Q10: Completely unacceptable