---
dataset_info:
- config_name: clean_long
  features:
  - name: ID
    dtype: int64
  - name: ExperimentalCondition
    dtype: large_string
  - name: PresentationOrder
    dtype: int64
  - name: StimID
    dtype: int64
  - name: CorrectAnswer
    dtype: int64
  - name: ModelAnswer
    dtype: int64
  - name: TimeTabWasLeft
    dtype: int64
  - name: TimeSpent
    dtype: float64
  - name: TimesAnswerChanged
    dtype: int64
  - name: ParticipantAnswer
    dtype: int64
  - name: Confidence
    dtype: int64
  - name: Feature1_GT
    dtype: int64
  - name: Feature2_GT
    dtype: int64
  - name: Feature3_GT
    dtype: int64
  - name: Feature4_GT
    dtype: int64
  - name: Feature5_GT
    dtype: int64
  - name: Feature6_GT
    dtype: int64
  - name: Feature1_Detected
    dtype: float64
  - name: Feature2_Detected
    dtype: float64
  - name: Feature3_Detected
    dtype: float64
  - name: Feature4_Detected
    dtype: float64
  - name: Feature5_Detected
    dtype: float64
  - name: Feature6_Detected
    dtype: float64
  - name: Feature1_Clicks
    dtype: float64
  - name: Feature2_Clicks
    dtype: float64
  - name: Feature3_Clicks
    dtype: float64
  - name: Feature4_Clicks
    dtype: float64
  - name: Feature5_Clicks
    dtype: float64
  - name: Feature6_Clicks
    dtype: float64
  - name: Interactions
    dtype: int64
  - name: ParticipantAnswerCorrect
    dtype: int64
  - name: ModelAnswerCorrect
    dtype: int64
  - name: Confidence_Adjusted
    dtype: int64
  splits:
  - name: test
    num_bytes: 988943
    num_examples: 3539
  download_size: 80911
  dataset_size: 988943
- config_name: clean_wide
  features:
  - name: ID
    dtype: int64
  - name: ExperimentalCondition
    dtype: large_string
  - name: Stim1_StimID
    dtype: float64
  - name: Stim1_CorrectAnswer
    dtype: float64
  - name: Stim1_ModelAnswer
    dtype: float64
  - name: Stim1_TimeTabWasLeft
    dtype: float64
  - name: Stim1_TimeSpent
    dtype: float64
  - name: Stim1_TimesAnswerChanged
    dtype: float64
  - name: Stim1_ParticipantAnswer
    dtype: float64
  - name: Stim1_Confidence
    dtype: float64
  - name: Stim1_Feature1_GT
    dtype: float64
  - name: Stim1_Feature2_GT
    dtype: float64
  - name: Stim1_Feature3_GT
    dtype: float64
  - name: Stim1_Feature4_GT
    dtype: float64
  - name: Stim1_Feature5_GT
    dtype: float64
  - name: Stim1_Feature6_GT
    dtype: float64
  - name: Stim1_Feature1_Detected
    dtype: float64
  - name: Stim1_Feature2_Detected
    dtype: float64
  - name: Stim1_Feature3_Detected
    dtype: float64
  - name: Stim1_Feature4_Detected
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  - name: Stim1_Feature5_Detected
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  - name: Stim1_Feature6_Detected
    dtype: float64
  - name: Stim1_Feature1_Clicks
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  - name: Stim1_Feature2_Clicks
    dtype: float64
  - name: Stim1_Feature3_Clicks
    dtype: float64
  - name: Stim1_Feature4_Clicks
    dtype: float64
  - name: Stim1_Feature5_Clicks
    dtype: float64
  - name: Stim1_Feature6_Clicks
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  - name: Stim2_StimID
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  - name: Stim2_CorrectAnswer
    dtype: float64
  - name: Stim2_ModelAnswer
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  - name: Stim2_TimeTabWasLeft
    dtype: float64
  - name: Stim2_TimeSpent
    dtype: float64
  - name: Stim2_TimesAnswerChanged
    dtype: float64
  - name: Stim2_ParticipantAnswer
    dtype: float64
  - name: Stim2_Confidence
    dtype: float64
  - name: Stim2_Feature1_GT
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  - name: Stim2_Feature2_GT
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  - name: Stim2_Feature3_GT
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  - name: Stim2_Feature4_GT
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  - name: Stim2_Feature5_GT
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  - name: Stim2_Feature6_GT
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  - name: Stim2_Feature1_Detected
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  - name: Stim2_Feature2_Detected
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  - name: Stim2_Feature3_Detected
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  - name: Stim2_Feature4_Detected
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  - name: Stim2_Feature5_Detected
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  - name: Stim2_Feature6_Detected
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  - name: Stim2_Feature1_Clicks
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  - name: Stim2_Feature2_Clicks
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  - name: Stim2_Feature3_Clicks
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  - name: Stim2_Feature4_Clicks
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  - name: Stim2_Feature5_Clicks
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  - name: Stim2_Feature6_Clicks
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  - name: Stim3_StimID
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  - name: Stim3_CorrectAnswer
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  - name: Stim3_ModelAnswer
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  - name: Stim3_TimeTabWasLeft
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  - name: Stim3_TimeSpent
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  - name: Stim3_TimesAnswerChanged
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  - name: Stim3_ParticipantAnswer
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  - name: Stim3_Confidence
    dtype: float64
  - name: Stim3_Feature1_GT
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  - name: Stim3_Feature2_GT
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  - name: Stim3_Feature3_GT
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  - name: Stim3_Feature4_GT
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  - name: Stim3_Feature5_GT
    dtype: float64
  - name: Stim3_Feature6_GT
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  - name: Stim3_Feature1_Detected
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  - name: Stim3_Feature2_Detected
    dtype: float64
  - name: Stim3_Feature3_Detected
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  - name: Stim3_Feature4_Detected
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  - name: Stim3_Feature5_Detected
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  - name: Stim3_Feature6_Detected
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  - name: Stim3_Feature1_Clicks
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  - name: Stim3_Feature2_Clicks
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  - name: Stim3_Feature3_Clicks
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  - name: Stim3_Feature4_Clicks
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  - name: Stim3_Feature5_Clicks
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  - name: Stim3_Feature6_Clicks
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  - name: Stim4_StimID
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  - name: Stim4_CorrectAnswer
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  - name: Stim4_ModelAnswer
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  - name: Stim4_TimeTabWasLeft
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  - name: Stim4_TimeSpent
    dtype: float64
  - name: Stim4_TimesAnswerChanged
    dtype: float64
  - name: Stim4_ParticipantAnswer
    dtype: float64
  - name: Stim4_Confidence
    dtype: float64
  - name: Stim4_Feature1_GT
    dtype: float64
  - name: Stim4_Feature2_GT
    dtype: float64
  - name: Stim4_Feature3_GT
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  - name: Stim4_Feature4_GT
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  - name: Stim4_Feature5_GT
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  - name: Stim4_Feature6_GT
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  - name: Stim4_Feature1_Detected
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  - name: Stim4_Feature2_Detected
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  - name: Stim4_Feature3_Detected
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  - name: Stim4_Feature4_Detected
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  - name: Stim4_Feature5_Detected
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  - name: Stim4_Feature6_Detected
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  - name: Stim4_Feature1_Clicks
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  - name: Stim4_Feature2_Clicks
    dtype: float64
  - name: Stim4_Feature3_Clicks
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  - name: Stim4_Feature4_Clicks
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  - name: Stim4_Feature5_Clicks
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  - name: Stim4_Feature6_Clicks
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  - name: Stim5_StimID
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  - name: Stim5_CorrectAnswer
    dtype: float64
  - name: Stim5_ModelAnswer
    dtype: float64
  - name: Stim5_TimeTabWasLeft
    dtype: float64
  - name: Stim5_TimeSpent
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  - name: Stim5_TimesAnswerChanged
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  - name: Stim5_ParticipantAnswer
    dtype: float64
  - name: Stim5_Confidence
    dtype: float64
  - name: Stim5_Feature1_GT
    dtype: float64
  - name: Stim5_Feature2_GT
    dtype: float64
  - name: Stim5_Feature3_GT
    dtype: float64
  - name: Stim5_Feature4_GT
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  - name: Stim5_Feature5_GT
    dtype: float64
  - name: Stim5_Feature6_GT
    dtype: float64
  - name: Stim5_Feature1_Detected
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  - name: Stim5_Feature2_Detected
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  - name: Stim5_Feature3_Detected
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  - name: Stim5_Feature4_Detected
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  - name: Stim5_Feature5_Detected
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  - name: Stim5_Feature6_Detected
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  - name: Stim5_Feature1_Clicks
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  - name: Stim5_Feature2_Clicks
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  - name: Stim5_Feature3_Clicks
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  - name: Stim5_Feature4_Clicks
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  - name: Stim5_Feature5_Clicks
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  - name: Stim5_Feature6_Clicks
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  - name: Stim6_StimID
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  - name: Stim6_CorrectAnswer
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  - name: Stim6_TimeTabWasLeft
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  - name: Stim6_TimeSpent
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  - name: Stim6_TimesAnswerChanged
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  - name: Stim6_ParticipantAnswer
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  - name: Stim6_Confidence
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  - name: Stim6_Feature1_GT
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  - name: Stim6_Feature2_GT
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  - name: Stim6_Feature3_GT
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  - name: Stim6_Feature4_GT
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  - name: Stim6_Feature5_GT
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  - name: Stim6_Feature6_GT
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  - name: Stim6_Feature1_Detected
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  - name: Stim6_Feature2_Detected
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  - name: Stim6_Feature3_Detected
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  - name: Stim6_Feature4_Detected
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  - name: Stim6_Feature5_Detected
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  - name: Stim6_Feature6_Detected
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  - name: Stim6_Feature1_Clicks
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  - name: Stim6_Feature6_Clicks
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  - name: Stim7_StimID
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  - name: Stim7_CorrectAnswer
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  - name: Stim7_ModelAnswer
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  - name: Stim7_TimeTabWasLeft
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  - name: Stim7_TimeSpent
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  - name: Stim7_TimesAnswerChanged
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  - name: Stim7_ParticipantAnswer
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  - name: Stim7_Confidence
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  - name: Stim7_Feature1_GT
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  - name: Stim7_Feature2_GT
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  - name: Stim7_Feature3_GT
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  - name: Stim7_Feature4_GT
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  - name: Stim7_Feature5_GT
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  - name: Stim7_Feature6_GT
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  - name: Stim7_Feature1_Detected
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  - name: Stim7_Feature2_Detected
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  - name: Stim7_Feature3_Detected
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  - name: Stim7_Feature5_Detected
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  - name: Stim7_Feature6_Detected
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  - name: Stim7_Feature1_Clicks
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  - name: Stim7_Feature6_Clicks
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  - name: Stim8_ParticipantAnswer
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  - name: Stim8_Confidence
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  - name: Stim8_Feature1_GT
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  - name: Stim8_Feature3_GT
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  - name: Stim8_Feature5_GT
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  - name: Stim8_Feature6_GT
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  - name: Stim9_TimeSpent
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  - name: Stim9_ParticipantAnswer
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  - name: Stim9_Feature3_GT
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  - name: Stim9_Feature5_GT
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  - name: Stim10_Feature3_GT
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  - name: Stim10_Feature6_GT
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  - name: Stim10_Feature1_Detected
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  - name: PracticeTrial1_StimID
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  - name: PracticeTrial2_TimesAnswerChanged
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  - name: PracticeTrial2_Confidence
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  - name: AttentionCheck1_CorrectAnswer
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  - name: AttentionCheck1_TimeSpent
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  - name: AttentionCheck1_TimesAnswerChanged
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  - name: AttentionCheck1_ParticipantAnswer
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  - name: AttentionCheck1_Confidence
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  - name: AttentionCheck2_StimID
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  - name: AttentionCheck2_CorrectAnswer
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  - name: AttentionCheck2_TimeSpent
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  - name: AttentionCheck2_TimesAnswerChanged
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  - name: AttentionCheck2_ParticipantAnswer
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  - name: AttentionCheck2_Confidence
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  - name: TrustQuestionnaire_Q6
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  - name: TrustQuestionnaire_Q7
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  - name: TrustQuestionnaire_Q8
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  - name: PastExperience
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  - name: Finished
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  - name: TotalTimesTabLeft
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  - name: TotalFraudulentAnswers
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  - name: AverageAccuracy
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  - name: TotalInteractions
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  - name: Stim1_Interactions
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  - name: Stim2_Interactions
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  - name: Stim3_Interactions
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  - name: Stim7_Interactions
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  - name: Stim10_Interactions
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  - name: TrustQuestionnaire_Q8_Reversed
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  - name: TrustIndex
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  splits:
  - name: test
    num_bytes: 993997
    num_examples: 363
  download_size: 247692
  dataset_size: 993997
- config_name: full
  features:
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  - name: ExperimentalCondition
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  - name: Stim1_StimID
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  - name: Stim1_CorrectAnswer
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  - name: Stim1_ModelAnswer
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  - name: Stim1_Feature1_GT
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  - name: Stim1_Feature4_GT
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  - name: Stim1_Feature5_GT
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  - name: Stim1_Feature6_GT
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  - name: Stim1_Feature1_Detected
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  - name: Stim2_CorrectAnswer
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  - name: Stim2_ModelAnswer
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  - name: Stim2_TimeTabWasLeft
    dtype: float64
  - name: Stim2_TimeSpent
    dtype: float64
  - name: Stim2_TimesAnswerChanged
    dtype: float64
  - name: Stim2_ParticipantAnswer
    dtype: large_string
  - name: Stim2_Confidence
    dtype: float64
  - name: Stim2_Feature1_GT
    dtype: float64
  - name: Stim2_Feature2_GT
    dtype: float64
  - name: Stim2_Feature3_GT
    dtype: float64
  - name: Stim2_Feature4_GT
    dtype: float64
  - name: Stim2_Feature5_GT
    dtype: float64
  - name: Stim2_Feature6_GT
    dtype: float64
  - name: Stim2_Feature1_Detected
    dtype: float64
  - name: Stim2_Feature2_Detected
    dtype: float64
  - name: Stim2_Feature3_Detected
    dtype: float64
  - name: Stim2_Feature4_Detected
    dtype: float64
  - name: Stim2_Feature5_Detected
    dtype: float64
  - name: Stim2_Feature6_Detected
    dtype: float64
  - name: Stim2_Feature1_Clicks
    dtype: float64
  - name: Stim2_Feature2_Clicks
    dtype: float64
  - name: Stim2_Feature3_Clicks
    dtype: float64
  - name: Stim2_Feature4_Clicks
    dtype: float64
  - name: Stim2_Feature5_Clicks
    dtype: float64
  - name: Stim2_Feature6_Clicks
    dtype: float64
  - name: Stim3_StimID
    dtype: float64
  - name: Stim3_CorrectAnswer
    dtype: large_string
  - name: Stim3_ModelAnswer
    dtype: large_string
  - name: Stim3_TimeTabWasLeft
    dtype: float64
  - name: Stim3_TimeSpent
    dtype: float64
  - name: Stim3_TimesAnswerChanged
    dtype: float64
  - name: Stim3_ParticipantAnswer
    dtype: large_string
  - name: Stim3_Confidence
    dtype: float64
  - name: Stim3_Feature1_GT
    dtype: float64
  - name: Stim3_Feature2_GT
    dtype: float64
  - name: Stim3_Feature3_GT
    dtype: float64
  - name: Stim3_Feature4_GT
    dtype: float64
  - name: Stim3_Feature5_GT
    dtype: float64
  - name: Stim3_Feature6_GT
    dtype: float64
  - name: Stim3_Feature1_Detected
    dtype: float64
  - name: Stim3_Feature2_Detected
    dtype: float64
  - name: Stim3_Feature3_Detected
    dtype: float64
  - name: Stim3_Feature4_Detected
    dtype: float64
  - name: Stim3_Feature5_Detected
    dtype: float64
  - name: Stim3_Feature6_Detected
    dtype: float64
  - name: Stim3_Feature1_Clicks
    dtype: float64
  - name: Stim3_Feature2_Clicks
    dtype: float64
  - name: Stim3_Feature3_Clicks
    dtype: float64
  - name: Stim3_Feature4_Clicks
    dtype: float64
  - name: Stim3_Feature5_Clicks
    dtype: float64
  - name: Stim3_Feature6_Clicks
    dtype: float64
  - name: Stim4_StimID
    dtype: float64
  - name: Stim4_CorrectAnswer
    dtype: large_string
  - name: Stim4_ModelAnswer
    dtype: large_string
  - name: Stim4_TimeTabWasLeft
    dtype: float64
  - name: Stim4_TimeSpent
    dtype: float64
  - name: Stim4_TimesAnswerChanged
    dtype: float64
  - name: Stim4_ParticipantAnswer
    dtype: large_string
  - name: Stim4_Confidence
    dtype: float64
  - name: Stim4_Feature1_GT
    dtype: float64
  - name: Stim4_Feature2_GT
    dtype: float64
  - name: Stim4_Feature3_GT
    dtype: float64
  - name: Stim4_Feature4_GT
    dtype: float64
  - name: Stim4_Feature5_GT
    dtype: float64
  - name: Stim4_Feature6_GT
    dtype: float64
  - name: Stim4_Feature1_Detected
    dtype: float64
  - name: Stim4_Feature2_Detected
    dtype: float64
  - name: Stim4_Feature3_Detected
    dtype: float64
  - name: Stim4_Feature4_Detected
    dtype: float64
  - name: Stim4_Feature5_Detected
    dtype: float64
  - name: Stim4_Feature6_Detected
    dtype: float64
  - name: Stim4_Feature1_Clicks
    dtype: float64
  - name: Stim4_Feature2_Clicks
    dtype: float64
  - name: Stim4_Feature3_Clicks
    dtype: float64
  - name: Stim4_Feature4_Clicks
    dtype: float64
  - name: Stim4_Feature5_Clicks
    dtype: float64
  - name: Stim4_Feature6_Clicks
    dtype: float64
  - name: Stim5_StimID
    dtype: float64
  - name: Stim5_CorrectAnswer
    dtype: large_string
  - name: Stim5_ModelAnswer
    dtype: large_string
  - name: Stim5_TimeTabWasLeft
    dtype: float64
  - name: Stim5_TimeSpent
    dtype: float64
  - name: Stim5_TimesAnswerChanged
    dtype: float64
  - name: Stim5_ParticipantAnswer
    dtype: large_string
  - name: Stim5_Confidence
    dtype: float64
  - name: Stim5_Feature1_GT
    dtype: float64
  - name: Stim5_Feature2_GT
    dtype: float64
  - name: Stim5_Feature3_GT
    dtype: float64
  - name: Stim5_Feature4_GT
    dtype: float64
  - name: Stim5_Feature5_GT
    dtype: float64
  - name: Stim5_Feature6_GT
    dtype: float64
  - name: Stim5_Feature1_Detected
    dtype: float64
  - name: Stim5_Feature2_Detected
    dtype: float64
  - name: Stim5_Feature3_Detected
    dtype: float64
  - name: Stim5_Feature4_Detected
    dtype: float64
  - name: Stim5_Feature5_Detected
    dtype: float64
  - name: Stim5_Feature6_Detected
    dtype: float64
  - name: Stim5_Feature1_Clicks
    dtype: float64
  - name: Stim5_Feature2_Clicks
    dtype: float64
  - name: Stim5_Feature3_Clicks
    dtype: float64
  - name: Stim5_Feature4_Clicks
    dtype: float64
  - name: Stim5_Feature5_Clicks
    dtype: float64
  - name: Stim5_Feature6_Clicks
    dtype: float64
  - name: Stim6_StimID
    dtype: float64
  - name: Stim6_CorrectAnswer
    dtype: large_string
  - name: Stim6_ModelAnswer
    dtype: large_string
  - name: Stim6_TimeTabWasLeft
    dtype: float64
  - name: Stim6_TimeSpent
    dtype: float64
  - name: Stim6_TimesAnswerChanged
    dtype: float64
  - name: Stim6_ParticipantAnswer
    dtype: large_string
  - name: Stim6_Confidence
    dtype: float64
  - name: Stim6_Feature1_GT
    dtype: float64
  - name: Stim6_Feature2_GT
    dtype: float64
  - name: Stim6_Feature3_GT
    dtype: float64
  - name: Stim6_Feature4_GT
    dtype: float64
  - name: Stim6_Feature5_GT
    dtype: float64
  - name: Stim6_Feature6_GT
    dtype: float64
  - name: Stim6_Feature1_Detected
    dtype: float64
  - name: Stim6_Feature2_Detected
    dtype: float64
  - name: Stim6_Feature3_Detected
    dtype: float64
  - name: Stim6_Feature4_Detected
    dtype: float64
  - name: Stim6_Feature5_Detected
    dtype: float64
  - name: Stim6_Feature6_Detected
    dtype: float64
  - name: Stim6_Feature1_Clicks
    dtype: float64
  - name: Stim6_Feature2_Clicks
    dtype: float64
  - name: Stim6_Feature3_Clicks
    dtype: float64
  - name: Stim6_Feature4_Clicks
    dtype: float64
  - name: Stim6_Feature5_Clicks
    dtype: float64
  - name: Stim6_Feature6_Clicks
    dtype: float64
  - name: Stim7_StimID
    dtype: float64
  - name: Stim7_CorrectAnswer
    dtype: large_string
  - name: Stim7_ModelAnswer
    dtype: large_string
  - name: Stim7_TimeTabWasLeft
    dtype: float64
  - name: Stim7_TimeSpent
    dtype: float64
  - name: Stim7_TimesAnswerChanged
    dtype: float64
  - name: Stim7_ParticipantAnswer
    dtype: large_string
  - name: Stim7_Confidence
    dtype: float64
  - name: Stim7_Feature1_GT
    dtype: float64
  - name: Stim7_Feature2_GT
    dtype: float64
  - name: Stim7_Feature3_GT
    dtype: float64
  - name: Stim7_Feature4_GT
    dtype: float64
  - name: Stim7_Feature5_GT
    dtype: float64
  - name: Stim7_Feature6_GT
    dtype: float64
  - name: Stim7_Feature1_Detected
    dtype: float64
  - name: Stim7_Feature2_Detected
    dtype: float64
  - name: Stim7_Feature3_Detected
    dtype: float64
  - name: Stim7_Feature4_Detected
    dtype: float64
  - name: Stim7_Feature5_Detected
    dtype: float64
  - name: Stim7_Feature6_Detected
    dtype: float64
  - name: Stim7_Feature1_Clicks
    dtype: float64
  - name: Stim7_Feature2_Clicks
    dtype: float64
  - name: Stim7_Feature3_Clicks
    dtype: float64
  - name: Stim7_Feature4_Clicks
    dtype: float64
  - name: Stim7_Feature5_Clicks
    dtype: float64
  - name: Stim7_Feature6_Clicks
    dtype: float64
  - name: Stim8_StimID
    dtype: float64
  - name: Stim8_CorrectAnswer
    dtype: large_string
  - name: Stim8_ModelAnswer
    dtype: large_string
  - name: Stim8_TimeTabWasLeft
    dtype: float64
  - name: Stim8_TimeSpent
    dtype: float64
  - name: Stim8_TimesAnswerChanged
    dtype: float64
  - name: Stim8_ParticipantAnswer
    dtype: large_string
  - name: Stim8_Confidence
    dtype: float64
  - name: Stim8_Feature1_GT
    dtype: float64
  - name: Stim8_Feature2_GT
    dtype: float64
  - name: Stim8_Feature3_GT
    dtype: float64
  - name: Stim8_Feature4_GT
    dtype: float64
  - name: Stim8_Feature5_GT
    dtype: float64
  - name: Stim8_Feature6_GT
    dtype: float64
  - name: Stim8_Feature1_Detected
    dtype: float64
  - name: Stim8_Feature2_Detected
    dtype: float64
  - name: Stim8_Feature3_Detected
    dtype: float64
  - name: Stim8_Feature4_Detected
    dtype: float64
  - name: Stim8_Feature5_Detected
    dtype: float64
  - name: Stim8_Feature6_Detected
    dtype: float64
  - name: Stim8_Feature1_Clicks
    dtype: float64
  - name: Stim8_Feature2_Clicks
    dtype: float64
  - name: Stim8_Feature3_Clicks
    dtype: float64
  - name: Stim8_Feature4_Clicks
    dtype: float64
  - name: Stim8_Feature5_Clicks
    dtype: float64
  - name: Stim8_Feature6_Clicks
    dtype: float64
  - name: Stim9_StimID
    dtype: float64
  - name: Stim9_CorrectAnswer
    dtype: large_string
  - name: Stim9_ModelAnswer
    dtype: large_string
  - name: Stim9_TimeTabWasLeft
    dtype: float64
  - name: Stim9_TimeSpent
    dtype: float64
  - name: Stim9_TimesAnswerChanged
    dtype: float64
  - name: Stim9_ParticipantAnswer
    dtype: large_string
  - name: Stim9_Confidence
    dtype: float64
  - name: Stim9_Feature1_GT
    dtype: float64
  - name: Stim9_Feature2_GT
    dtype: float64
  - name: Stim9_Feature3_GT
    dtype: float64
  - name: Stim9_Feature4_GT
    dtype: float64
  - name: Stim9_Feature5_GT
    dtype: float64
  - name: Stim9_Feature6_GT
    dtype: float64
  - name: Stim9_Feature1_Detected
    dtype: float64
  - name: Stim9_Feature2_Detected
    dtype: float64
  - name: Stim9_Feature3_Detected
    dtype: float64
  - name: Stim9_Feature4_Detected
    dtype: float64
  - name: Stim9_Feature5_Detected
    dtype: float64
  - name: Stim9_Feature6_Detected
    dtype: float64
  - name: Stim9_Feature1_Clicks
    dtype: float64
  - name: Stim9_Feature2_Clicks
    dtype: float64
  - name: Stim9_Feature3_Clicks
    dtype: float64
  - name: Stim9_Feature4_Clicks
    dtype: float64
  - name: Stim9_Feature5_Clicks
    dtype: float64
  - name: Stim9_Feature6_Clicks
    dtype: float64
  - name: Stim10_StimID
    dtype: float64
  - name: Stim10_CorrectAnswer
    dtype: large_string
  - name: Stim10_ModelAnswer
    dtype: large_string
  - name: Stim10_TimeTabWasLeft
    dtype: float64
  - name: Stim10_TimeSpent
    dtype: float64
  - name: Stim10_TimesAnswerChanged
    dtype: float64
  - name: Stim10_ParticipantAnswer
    dtype: large_string
  - name: Stim10_Confidence
    dtype: float64
  - name: Stim10_Feature1_GT
    dtype: float64
  - name: Stim10_Feature2_GT
    dtype: float64
  - name: Stim10_Feature3_GT
    dtype: float64
  - name: Stim10_Feature4_GT
    dtype: float64
  - name: Stim10_Feature5_GT
    dtype: float64
  - name: Stim10_Feature6_GT
    dtype: float64
  - name: Stim10_Feature1_Detected
    dtype: float64
  - name: Stim10_Feature2_Detected
    dtype: float64
  - name: Stim10_Feature3_Detected
    dtype: float64
  - name: Stim10_Feature4_Detected
    dtype: float64
  - name: Stim10_Feature5_Detected
    dtype: float64
  - name: Stim10_Feature6_Detected
    dtype: float64
  - name: Stim10_Feature1_Clicks
    dtype: float64
  - name: Stim10_Feature2_Clicks
    dtype: float64
  - name: Stim10_Feature3_Clicks
    dtype: float64
  - name: Stim10_Feature4_Clicks
    dtype: float64
  - name: Stim10_Feature5_Clicks
    dtype: float64
  - name: Stim10_Feature6_Clicks
    dtype: float64
  - name: PracticeTrial1_StimID
    dtype: large_string
  - name: PracticeTrial1_CorrectAnswer
    dtype: large_string
  - name: PracticeTrial1_ModelAnswer
    dtype: large_string
  - name: PracticeTrial1_TimeTabWasLeft
    dtype: float64
  - name: PracticeTrial1_TimeSpent
    dtype: float64
  - name: PracticeTrial1_TimesAnswerChanged
    dtype: float64
  - name: PracticeTrial1_ParticipantAnswer
    dtype: large_string
  - name: PracticeTrial1_Confidence
    dtype: float64
  - name: PracticeTrial2_StimID
    dtype: large_string
  - name: PracticeTrial2_CorrectAnswer
    dtype: large_string
  - name: PracticeTrial2_ModelAnswer
    dtype: large_string
  - name: PracticeTrial2_TimeTabWasLeft
    dtype: float64
  - name: PracticeTrial2_TimeSpent
    dtype: float64
  - name: PracticeTrial2_TimesAnswerChanged
    dtype: float64
  - name: PracticeTrial2_ParticipantAnswer
    dtype: large_string
  - name: PracticeTrial2_Confidence
    dtype: float64
  - name: AttentionCheck1_StimID
    dtype: large_string
  - name: AttentionCheck1_CorrectAnswer
    dtype: large_string
  - name: AttentionCheck1_TimeTabWasLeft
    dtype: float64
  - name: AttentionCheck1_TimeSpent
    dtype: float64
  - name: AttentionCheck1_TimesAnswerChanged
    dtype: float64
  - name: AttentionCheck1_ParticipantAnswer
    dtype: large_string
  - name: AttentionCheck1_Confidence
    dtype: float64
  - name: AttentionCheck2_StimID
    dtype: large_string
  - name: AttentionCheck2_CorrectAnswer
    dtype: large_string
  - name: AttentionCheck2_TimeTabWasLeft
    dtype: float64
  - name: AttentionCheck2_TimeSpent
    dtype: float64
  - name: AttentionCheck2_TimesAnswerChanged
    dtype: float64
  - name: AttentionCheck2_ParticipantAnswer
    dtype: large_string
  - name: AttentionCheck2_Confidence
    dtype: float64
  - name: TrustQuestionnaire_Q1
    dtype: float64
  - name: TrustQuestionnaire_Q2
    dtype: float64
  - name: TrustQuestionnaire_Q3
    dtype: float64
  - name: TrustQuestionnaire_Q4
    dtype: float64
  - name: TrustQuestionnaire_Q5
    dtype: float64
  - name: TrustQuestionnaire_Q6
    dtype: float64
  - name: TrustQuestionnaire_Q7
    dtype: float64
  - name: TrustQuestionnaire_Q8
    dtype: float64
  - name: PastExperience
    dtype: float64
  - name: Finished
    dtype: large_string
  splits:
  - name: test
    num_bytes: 1198000
    num_examples: 417
  download_size: 248810
  dataset_size: 1198000
configs:
- config_name: clean_long
  data_files:
  - split: test
    path: clean_long/test-*
- config_name: clean_wide
  data_files:
  - split: test
    path: clean_wide/test-*
- config_name: full
  data_files:
  - split: test
    path: full/test-*
license: cc-by-4.0
tags:
- concept-bottleneck-models
- phishing-detection
- user-study
---
# NWeak/CBM-user-study-emails

Participant responses from the emails concept-bottleneck user study. Three configs:

- **`full`** (417 participants, one row each): every participant, as
  originally recorded. `ExperimentalCondition`: `LabelOnly`,
  `NonInteractiveConcepts`, `InteractiveConcepts`, or `NoSupport`.
- **`clean_wide`** (363 participants, one row each): `full` filtered to
  remove participants who were (a) blank/incomplete, (b) failed
  `AttentionCheck1`/`AttentionCheck2`, or (c) switched away from the
  browser tab more than 3 times total across the 10 stimuli (a
  tab-switching risk heuristic, e.g. possible use of an external tool to
  answer). Kept participants' values are otherwise byte-identical to
  `full`, except stimulus 268's columns are blanked in place (slot position
  preserved) for participants who saw it -- see the 263/268 note below.
- **`clean_long`** (3539 rows, one row per participant-stimulus, main 10
  stimuli only): the same 363 participants as `clean_wide`, melted to long
  format. `TimeSpent` is in minutes (`raw_ms / 60000`);
  `Confidence_Adjusted = abs(Confidence - 7)` folds the 1-13 confidence
  scale into a direction-independent 0-6 measure. Stimulus 268 rows are
  fully absent here (not just blanked).

**Known issue (stimuli 263/268)**: due to a human error, the model
activations actually shown to participants for stimuli 263 and 268 did not
match the model's real output. 268 also flipped which concepts were active
(materially different information shown) -- all `full` observations for
268 are blanked out in `clean_wide`/`clean_long`. 263's error preserved the
same binary concept pattern (values differ, signs don't), so its
observations were kept; its GT is correct, only its recorded activations
are unreliable. Full root-cause writeup in this repo's `emails/DATASET_NOTES.md`
and `emails/PARTICIPANT_DATA_REPORT.md`.

## Ownership and licence

**The participant data is our own work, (c) 2026 the authors, released under
CC-BY-4.0.** That covers every participant response (answers, confidence,
timings, concept clicks, answer changes, tab-switching), our model's outputs
(`ModelAnswer`, `FeatureN_Detected`), and the experimental design.

One exception: the `FeatureN_GT` columns are our six-concept merge of the
emotion and motivation annotations in Toth, Bisztray and Dubniczky's
**PhishingSpamDataSet** ([arXiv:2511.21448](https://arxiv.org/abs/2511.21448)),
CC-BY-4.0, so their attribution requirement reaches those columns. The email
text itself is not included here. Please cite them alongside our paper.

See
[`NWeak/emails-mirror`](https://huggingface.co/datasets/NWeak/emails-mirror)
for the email data itself and
[`NWeak/emails-user-study`](https://huggingface.co/datasets/NWeak/emails-user-study)
for our model's own computed activations/predictions (a different dataset
from this one -- that one is model output, this one is participant
responses).

## Citation

Produced for **[Are Concept Bottleneck Models Effective as Decision-Support
Systems?](https://arxiv.org/abs/2608.25581)** (arXiv:2608.25581) -- Bogani,
Debole, Marconato, Pugnana, Tentori, Passerini. Code:
[github.com/debryu/user-study-CBMs](https://github.com/debryu/user-study-CBMs).