---
license: cc-by-4.0
tags:
- concept-bottleneck-models
- cub-200-2011
- user-study
dataset_info:
- config_name: clean_long
  features:
  - name: ID
    dtype: int64
  - name: ExperimentalCondition
    dtype: large_string
  - name: PresentationOrder
    dtype: int64
  - name: StimID
    dtype: large_string
  - name: TestSampleIdx
    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: 1048348
    num_examples: 3420
  download_size: 79722
  dataset_size: 1048348
- config_name: clean_wide
  features:
  - name: ID
    dtype: int64
  - name: ExperimentalCondition
    dtype: large_string
  - name: Stim1_StimID
    dtype: large_string
  - name: Stim1_TestSampleIdx
    dtype: int64
  - name: Stim1_CorrectAnswer
    dtype: int64
  - name: Stim1_ModelAnswer
    dtype: int64
  - name: Stim1_TimeTabWasLeft
    dtype: int64
  - name: Stim1_TimeSpent
    dtype: int64
  - name: Stim1_TimesAnswerChanged
    dtype: int64
  - name: Stim1_ParticipantAnswer
    dtype: int64
  - name: Stim1_Confidence
    dtype: int64
  - name: Stim1_Feature1_GT
    dtype: int64
  - name: Stim1_Feature2_GT
    dtype: int64
  - name: Stim1_Feature3_GT
    dtype: int64
  - name: Stim1_Feature4_GT
    dtype: int64
  - name: Stim1_Feature5_GT
    dtype: int64
  - name: Stim1_Feature6_GT
    dtype: int64
  - name: Stim1_Feature1_Detected
    dtype: float64
  - name: Stim1_Feature2_Detected
    dtype: float64
  - name: Stim1_Feature3_Detected
    dtype: float64
  - name: Stim1_Feature4_Detected
    dtype: float64
  - name: Stim1_Feature5_Detected
    dtype: float64
  - name: Stim1_Feature6_Detected
    dtype: float64
  - name: Stim1_Feature1_Clicks
    dtype: float64
  - 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
    dtype: float64
  - name: Stim2_StimID
    dtype: large_string
  - name: Stim2_TestSampleIdx
    dtype: int64
  - name: Stim2_CorrectAnswer
    dtype: int64
  - name: Stim2_ModelAnswer
    dtype: int64
  - name: Stim2_TimeTabWasLeft
    dtype: int64
  - name: Stim2_TimeSpent
    dtype: int64
  - name: Stim2_TimesAnswerChanged
    dtype: int64
  - name: Stim2_ParticipantAnswer
    dtype: int64
  - name: Stim2_Confidence
    dtype: int64
  - name: Stim2_Feature1_GT
    dtype: int64
  - name: Stim2_Feature2_GT
    dtype: int64
  - name: Stim2_Feature3_GT
    dtype: int64
  - name: Stim2_Feature4_GT
    dtype: int64
  - name: Stim2_Feature5_GT
    dtype: int64
  - name: Stim2_Feature6_GT
    dtype: int64
  - 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: large_string
  - name: Stim3_TestSampleIdx
    dtype: int64
  - name: Stim3_CorrectAnswer
    dtype: int64
  - name: Stim3_ModelAnswer
    dtype: int64
  - name: Stim3_TimeTabWasLeft
    dtype: int64
  - name: Stim3_TimeSpent
    dtype: int64
  - name: Stim3_TimesAnswerChanged
    dtype: int64
  - name: Stim3_ParticipantAnswer
    dtype: int64
  - name: Stim3_Confidence
    dtype: int64
  - name: Stim3_Feature1_GT
    dtype: int64
  - name: Stim3_Feature2_GT
    dtype: int64
  - name: Stim3_Feature3_GT
    dtype: int64
  - name: Stim3_Feature4_GT
    dtype: int64
  - name: Stim3_Feature5_GT
    dtype: int64
  - name: Stim3_Feature6_GT
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  - name: Stim3_Feature1_Detected
    dtype: float64
  - name: Stim3_Feature2_Detected
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  - name: Stim3_Feature3_Detected
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  - name: Stim3_Feature4_Detected
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  - name: Stim3_Feature5_Detected
    dtype: float64
  - name: Stim3_Feature6_Detected
    dtype: float64
  - name: Stim3_Feature1_Clicks
    dtype: float64
  - name: Stim3_Feature2_Clicks
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  - name: Stim3_Feature3_Clicks
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  - name: Stim3_Feature4_Clicks
    dtype: float64
  - name: Stim3_Feature5_Clicks
    dtype: float64
  - name: Stim3_Feature6_Clicks
    dtype: float64
  - name: Stim4_StimID
    dtype: large_string
  - name: Stim4_TestSampleIdx
    dtype: int64
  - name: Stim4_CorrectAnswer
    dtype: int64
  - name: Stim4_ModelAnswer
    dtype: int64
  - name: Stim4_TimeTabWasLeft
    dtype: int64
  - name: Stim4_TimeSpent
    dtype: int64
  - name: Stim4_TimesAnswerChanged
    dtype: int64
  - name: Stim4_ParticipantAnswer
    dtype: int64
  - name: Stim4_Confidence
    dtype: int64
  - name: Stim4_Feature1_GT
    dtype: int64
  - name: Stim4_Feature2_GT
    dtype: int64
  - name: Stim4_Feature3_GT
    dtype: int64
  - name: Stim4_Feature4_GT
    dtype: int64
  - name: Stim4_Feature5_GT
    dtype: int64
  - name: Stim4_Feature6_GT
    dtype: int64
  - 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: large_string
  - name: Stim5_TestSampleIdx
    dtype: int64
  - name: Stim5_CorrectAnswer
    dtype: int64
  - name: Stim5_ModelAnswer
    dtype: int64
  - name: Stim5_TimeTabWasLeft
    dtype: int64
  - name: Stim5_TimeSpent
    dtype: int64
  - name: Stim5_TimesAnswerChanged
    dtype: int64
  - name: Stim5_ParticipantAnswer
    dtype: int64
  - name: Stim5_Confidence
    dtype: int64
  - name: Stim5_Feature1_GT
    dtype: int64
  - name: Stim5_Feature2_GT
    dtype: int64
  - name: Stim5_Feature3_GT
    dtype: int64
  - name: Stim5_Feature4_GT
    dtype: int64
  - name: Stim5_Feature5_GT
    dtype: int64
  - name: Stim5_Feature6_GT
    dtype: int64
  - 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: large_string
  - name: Stim6_TestSampleIdx
    dtype: int64
  - name: Stim6_CorrectAnswer
    dtype: int64
  - name: Stim6_ModelAnswer
    dtype: int64
  - name: Stim6_TimeTabWasLeft
    dtype: int64
  - name: Stim6_TimeSpent
    dtype: int64
  - name: Stim6_TimesAnswerChanged
    dtype: int64
  - name: Stim6_ParticipantAnswer
    dtype: int64
  - name: Stim6_Confidence
    dtype: int64
  - name: Stim6_Feature1_GT
    dtype: int64
  - name: Stim6_Feature2_GT
    dtype: int64
  - name: Stim6_Feature3_GT
    dtype: int64
  - name: Stim6_Feature4_GT
    dtype: int64
  - name: Stim6_Feature5_GT
    dtype: int64
  - name: Stim6_Feature6_GT
    dtype: int64
  - 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: large_string
  - name: Stim7_TestSampleIdx
    dtype: int64
  - name: Stim7_CorrectAnswer
    dtype: int64
  - name: Stim7_ModelAnswer
    dtype: int64
  - name: Stim7_TimeTabWasLeft
    dtype: int64
  - name: Stim7_TimeSpent
    dtype: int64
  - name: Stim7_TimesAnswerChanged
    dtype: int64
  - name: Stim7_ParticipantAnswer
    dtype: int64
  - name: Stim7_Confidence
    dtype: int64
  - name: Stim7_Feature1_GT
    dtype: int64
  - name: Stim7_Feature2_GT
    dtype: int64
  - name: Stim7_Feature3_GT
    dtype: int64
  - name: Stim7_Feature4_GT
    dtype: int64
  - name: Stim7_Feature5_GT
    dtype: int64
  - name: Stim7_Feature6_GT
    dtype: int64
  - name: Stim7_Feature1_Detected
    dtype: float64
  - name: Stim7_Feature2_Detected
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  - name: Stim7_Feature3_Detected
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  - name: Stim7_Feature4_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_Feature2_Clicks
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  - name: Stim7_Feature3_Clicks
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  - name: Stim7_Feature4_Clicks
    dtype: float64
  - name: Stim7_Feature5_Clicks
    dtype: float64
  - name: Stim7_Feature6_Clicks
    dtype: float64
  - name: Stim8_StimID
    dtype: large_string
  - name: Stim8_TestSampleIdx
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  - name: Stim8_CorrectAnswer
    dtype: int64
  - name: Stim8_ModelAnswer
    dtype: int64
  - name: Stim8_TimeTabWasLeft
    dtype: int64
  - name: Stim8_TimeSpent
    dtype: int64
  - name: Stim8_TimesAnswerChanged
    dtype: int64
  - name: Stim8_ParticipantAnswer
    dtype: int64
  - name: Stim8_Confidence
    dtype: int64
  - name: Stim8_Feature1_GT
    dtype: int64
  - name: Stim8_Feature2_GT
    dtype: int64
  - name: Stim8_Feature3_GT
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  - name: Stim8_Feature4_GT
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  - name: Stim8_Feature5_GT
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  - name: Stim8_Feature6_GT
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  - name: Stim8_Feature1_Detected
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  - name: Stim8_Feature2_Detected
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  - name: Stim8_Feature3_Detected
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  - name: Stim8_Feature4_Detected
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  - name: Stim8_Feature5_Detected
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  - name: Stim8_Feature6_Detected
    dtype: float64
  - name: Stim8_Feature1_Clicks
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  - name: Stim8_Feature2_Clicks
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  - name: Stim8_Feature3_Clicks
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  - name: Stim8_Feature4_Clicks
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  - name: Stim8_Feature5_Clicks
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  - name: Stim8_Feature6_Clicks
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  - name: Stim9_StimID
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  - name: Stim9_TestSampleIdx
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  - name: Stim9_CorrectAnswer
    dtype: int64
  - name: Stim9_ModelAnswer
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  - name: Stim9_TimeTabWasLeft
    dtype: int64
  - name: Stim9_TimeSpent
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  - name: Stim9_TimesAnswerChanged
    dtype: int64
  - name: Stim9_ParticipantAnswer
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  - name: Stim9_Confidence
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  - name: Stim9_Feature1_GT
    dtype: int64
  - name: Stim9_Feature2_GT
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  - name: Stim9_Feature3_GT
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  - name: Stim9_Feature4_GT
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  - name: Stim9_Feature5_GT
    dtype: int64
  - name: Stim9_Feature6_GT
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  - name: Stim9_Feature1_Detected
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  - name: Stim9_Feature2_Detected
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  - name: Stim9_Feature3_Detected
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  - name: Stim9_Feature4_Detected
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  - name: Stim9_Feature5_Detected
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  - name: Stim9_Feature6_Detected
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  - name: Stim9_Feature1_Clicks
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  - name: Stim9_Feature2_Clicks
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  - name: Stim9_Feature5_Clicks
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  - name: Stim9_Feature6_Clicks
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  - name: Stim10_StimID
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  - name: Stim10_TestSampleIdx
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  - name: Stim10_CorrectAnswer
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  - name: Stim10_ModelAnswer
    dtype: int64
  - name: Stim10_TimeTabWasLeft
    dtype: int64
  - name: Stim10_TimeSpent
    dtype: int64
  - name: Stim10_TimesAnswerChanged
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  - name: Stim10_ParticipantAnswer
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  - name: Stim10_Confidence
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  - name: Stim10_Feature1_GT
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  - name: Stim10_Feature2_GT
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  - name: Stim10_Feature3_GT
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  - name: Stim10_Feature4_GT
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  - name: Stim10_Feature5_GT
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  - name: Stim10_Feature6_GT
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  - name: Stim10_Feature1_Detected
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  - name: Stim10_Feature2_Detected
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  - name: Stim10_Feature3_Detected
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  - name: Stim10_Feature4_Detected
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  - name: Stim10_Feature5_Detected
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  - name: Stim10_Feature6_Detected
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  - name: Stim10_Feature3_Clicks
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  - name: Stim10_Feature4_Clicks
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  - name: Stim10_Feature5_Clicks
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  - name: Stim10_Feature6_Clicks
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  - name: AttentionCheck1_StimID
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  - name: AttentionCheck1_CorrectAnswer
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  - name: AttentionCheck1_TimeTabWasLeft
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  - name: AttentionCheck1_TimeSpent
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  - name: AttentionCheck1_TimesAnswerChanged
    dtype: int64
  - name: AttentionCheck1_ParticipantAnswer
    dtype: large_string
  - name: AttentionCheck1_Confidence
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  - name: AttentionCheck2_StimID
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  - name: AttentionCheck2_CorrectAnswer
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  - name: AttentionCheck2_TimeTabWasLeft
    dtype: int64
  - name: AttentionCheck2_TimeSpent
    dtype: int64
  - name: AttentionCheck2_TimesAnswerChanged
    dtype: int64
  - name: AttentionCheck2_ParticipantAnswer
    dtype: large_string
  - name: AttentionCheck2_Confidence
    dtype: int64
  - name: TrustQuestionnaire_Q1
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  - name: TrustQuestionnaire_Q2
    dtype: float64
  - name: TrustQuestionnaire_Q3
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  - name: TrustQuestionnaire_Q4
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  - name: TrustQuestionnaire_Q5
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  - name: TrustQuestionnaire_Q6
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  - name: TrustQuestionnaire_Q7
    dtype: float64
  - name: TrustQuestionnaire_Q8
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  - name: PastExperience
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  - name: Finished
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  - name: CheckAC1
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  - name: CheckAC2
    dtype: large_string
  - name: TotalTimesTabLeft
    dtype: int64
  - name: TotalFraudulentAnswers
    dtype: int64
  - 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: Stim4_Interactions
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  - name: Stim5_Interactions
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  - name: Stim6_Interactions
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  - name: Stim7_Interactions
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  - name: Stim8_Interactions
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  - name: Stim9_Interactions
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  - name: Stim10_Interactions
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  - name: TrustQuestionnaire_Q2_Reversed
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  - name: TrustQuestionnaire_Q5_Reversed
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  - name: TrustQuestionnaire_Q6_Reversed
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  - name: TrustQuestionnaire_Q8_Reversed
    dtype: float64
  - name: TrustIndex
    dtype: float64
  splits:
  - name: test
    num_bytes: 978107
    num_examples: 342
  download_size: 230436
  dataset_size: 978107
- config_name: full
  features:
  - name: ID
    dtype: int64
  - name: ExperimentalCondition
    dtype: large_string
  - name: Stim1_StimID
    dtype: large_string
  - name: Stim1_TestSampleIdx
    dtype: int64
  - name: Stim1_CorrectAnswer
    dtype: large_string
  - name: Stim1_ModelAnswer
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  - name: Stim1_TimeTabWasLeft
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  - name: Stim1_TimeSpent
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  - name: Stim1_TimesAnswerChanged
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  - name: Stim1_ParticipantAnswer
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  - name: Stim1_Confidence
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  - name: Stim1_Feature1_GT
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  - name: Stim1_Feature2_GT
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  - name: Stim1_Feature3_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: Stim1_Feature2_Detected
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  - name: Stim1_Feature3_Detected
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  - name: Stim1_Feature4_Detected
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  - name: Stim1_Feature5_Detected
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  - name: Stim1_Feature6_Detected
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  - name: Stim1_Feature1_Clicks
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  - name: Stim1_Feature3_Clicks
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  - name: Stim1_Feature4_Clicks
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  - name: Stim1_Feature5_Clicks
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  - name: Stim1_Feature6_Clicks
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  - name: Stim2_StimID
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  - name: Stim2_TestSampleIdx
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  - name: Stim2_CorrectAnswer
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  - name: Stim2_ModelAnswer
    dtype: large_string
  - 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: large_string
  - name: Stim3_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim4_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim5_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim6_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim7_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim8_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim9_TestSampleIdx
    dtype: int64
  - 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: large_string
  - name: Stim10_TestSampleIdx
    dtype: int64
  - 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: 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: 1649229
    num_examples: 568
  download_size: 264744
  dataset_size: 1649229
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-*
---
# NWeak/CBM-user-study-cub

Participant responses from the CUB concept-bottleneck user study (Le Conte's
Sparrow vs. Savannah Sparrow), 10 stimuli each plus attention checks and a
trust questionnaire. Three configs:

- **`full`** (568 participants, one row each): every participant who
  started the study, as recorded.
- **`clean_wide`** (342 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).
- **`clean_long`** (3420 rows, one row per participant-stimulus): the
  same 342 participants as `clean_wide`, melted to long format.
  `TimeSpent` is in minutes; `Confidence_Adjusted = abs(Confidence - 7)` folds
  the 1-13 confidence scale into a direction-independent 0-6 measure.

**The paper analyses the clean configs.** Together with
[`NWeak/CBM-user-study-emails`](https://huggingface.co/datasets/NWeak/CBM-user-study-emails)'s
`clean_wide`/`clean_long` they give the reported totals of 705 participants and
6,959 observations.

## Columns

- `ExperimentalCondition`: `NoSupport`, `LabelOnly`, `NonInteractiveConcepts`,
  or `InteractiveConcepts` (the same four arms, under the same names, as the
  emails study).
- `StimID` / `StimX_StimID` (X = 1..10): the stimulus filename shown.
- `TestSampleIdx` / `StimX_TestSampleIdx`: the `sample_idx` into the CUB test
  split. Join against
  [`NWeak/cub-mirror`](https://huggingface.co/datasets/NWeak/cub-mirror)'s test
  split to recover the image, concepts, and label behind any stimulus. `-1`
  means no stimulus was shown at that position.
- `FeatureN_GT` / `FeatureN_Detected` / `FeatureN_Clicks`: per-concept ground
  truth, model activation, and how many times the participant clicked it.

```python
from datasets import load_dataset

full  = load_dataset("NWeak/CBM-user-study-cub", "full",       split="test")
wide  = load_dataset("NWeak/CBM-user-study-cub", "clean_wide", split="test")
long_ = load_dataset("NWeak/CBM-user-study-cub", "clean_long", split="test")
```

Participant IDs are sequential integers; no identifying information is present.

## Ownership and licence

**This dataset is our own work, (c) 2026 the authors, released under
CC-BY-4.0.** That covers every participant response, our model's outputs, the
experimental design, *and* the concept ground truth.

The six concepts are **not** CUB's official attributes. We defined them for
this study (warm-coloured eyebrow, warm-coloured chest, plain sides, crested
head, white throat, striped chest) and annotated the stimuli ourselves;
`FeatureN_GT` reproduces CUB's own 112 attributes in 0 of 3420 rows, because it
is not derived from them.

CUB-200-2011 contributes only two things here: the stimulus images, which are
*referenced* by `StimID`/`TestSampleIdx` but not included, and the species
label in `CorrectAnswer`. For the images and CUB's official annotations see
[`NWeak/cub-mirror`](https://huggingface.co/datasets/NWeak/cub-mirror), which
stays under CUB's non-commercial research-use terms (Wah et al., 2011) because
we do not own them.

## 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).