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Canonical Problems
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Classroom Contents
Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making
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- 1 Introduction
- 2 Automating Decisions
- 3 Anticipation vs Detection
- 4 General Literature
- 5 Canonical Problems
- 6 Machine Learning Pipeline
- 7 Irregular Data
- 8 Motivations
- 9 Broken Focus
- 10 Themes
- 11 Political Challenges
- 12 Other Issues
- 13 Feedback loops
- 14 Secondary uses of data
- 15 External interactions
- 16 Augmentation of outputs
- 17 Organisational routines
- 18 Application Dependent
- 19 Output Dependent
- 20 Around Moving Practices
- 21 Challenges
- 22 Conclusions
