questionnaire: "change_of_personal_role"
scales:
  - name: "change_of_personal_role"
    label: "Perceived Personal Role and Adaptation to AI"
    items:
      - id: "personalrole_1"
        text: "I believe AI will change my role in society."
        inverse: false
      - id: "personalrole_2"
        text: "I think I can use AI to improve my work or life."
        inverse: false
      - id: "personalrole_3"
        text: "I feel powerless to influence how AI affects me."
        inverse: false
      - id: "personalrole_4"
        text: "I expect to adapt my skills because of AI."
        inverse: false
    score_range: [1, 5]
    format: "Likert"
    calculation: "mean"
    response_options: "1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree"
    output: "change_of_personal_role"
    reference: "self"