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The interface for displaying feedback to participants. Statement: Equality of opportunity is an ideal that cannot be realizes with governmental actions. The 2010 Equality Bill in Britain ended up being repealed. Feedback from the AI logical assessment system: If one bill in Britain did not lead to equality of opportunity, does it follow that equality of opportunity cannot be realized with other other government actions?

AI-framed questioning | G2: Make clear how well the system can do what it can do

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Apple Music indicates feedback will improve service for user..

Apple Music | 16B: Feedback: Convey the consequences of user actions after the user takes action

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Spotify updates recommendations.

Spotify | 14B: Immediate, partial, non-disruptive updates

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YouTube updates the user’s home page with similar videos

YouTube | 14A: Comprehensive updates

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NerdWallet demonstrates whether renting or buying a house is optimal for user.

NerdWallet | 11G: “What if?” explanations

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Netflix shows explanations based on user behavior.

Netflix | 11E: Map user behaviors to system outputs

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Goodreads shows explanations based on user behavior.

Goodreads | 11E: Map user behaviors to system outputs

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Pinterest shows explanation for recommended Pin.

Pinterest | 11A: Local explanations

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Apple Music's "For You" feature.

Apple Music | 10B: Avoid cold starts by eliciting user preferences

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Microsoft News elicits users' interests.

Microsoft News | 10B: Avoid cold starts by eliciting user preferences

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Pattern 15C: Reporting inappropriate content

Problem User feedback is needed to identify problematic or inappropriate system outputs. Solution Implement a user-feedback mechanism at each item or instance of system output, enabling the user to flag output that is problematic, wrong, offensive, biased, or otherwise inappropriate. Leverage user feedback to identify biased, offensive, or otherwise inappropriate system outputs. Use when How […]

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Pattern 15B: Request explicit feedback on selected system outputs

Problem User feedback is needed to assess the system and help it improve over time. Solution Implement a user-feedback mechanism that occasionally asks the user to provide explicit feedback for selected items or instances of system outputs. The system initiates the feedback interaction. Leverage user feedback for: Use When How Decide what type of feedback […]

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