questionnaire: "perceived_changes_attitudes_usage"
scales:
  - name: "perceived_changes_attitudes_usage"
    label: "Perceived Changes in Attitudes and Usage of AI Over the Past Year"
    items:
      - id: "changes_User_1"
        text: "I feel more comfortable using AI than I did a year ago."
        inverse: false
      - id: "changes_User_2"
        text: "I trust AI more now than I did a year ago."
        inverse: false
      - id: "changes_User_3"
        text: "I use AI more frequently now than I did a year ago."
        inverse: false
      - id: "changes_User_4"
        text: "I feel more anxious about AI than I did a year ago."
        inverse: true
    score_range: [1, 5]
    format: "Likert"
    calculation: "mean"
    response_options: "1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree"
    output: "perceived_changes_attitudes_usage"
    reference: "self"