AI in Radiology: Pattern Detection, Fairness, and Clinical Applications - Lecture Series

AI in Radiology: Pattern Detection, Fairness, and Clinical Applications - Lecture Series

Broad Institute via YouTube Direct link

Shortcut learning in real world

19 of 27

19 of 27

Shortcut learning in real world

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AI in Radiology: Pattern Detection, Fairness, and Clinical Applications - Lecture Series

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  1. 1 Intro
  2. 2 AI in clinical care
  3. 3 Fairness
  4. 4 Definitions
  5. 5 Roadmap
  6. 6 Blueprints
  7. 7 Are existing classifiers group fair
  8. 8 Are Texas radiologists group fair
  9. 9 Binary production
  10. 10 Calibration
  11. 11 Histogram
  12. 12 Efficiency
  13. 13 Risk Score
  14. 14 Equivalence
  15. 15 Summary
  16. 16 Minimax critical awareness
  17. 17 Label bias
  18. 18 Shortcut learning
  19. 19 Shortcut learning in real world
  20. 20 Can race be a shortcut
  21. 21 The tradeoff
  22. 22 Practical suggestions
  23. 23 Welcome back
  24. 24 Why Imaging
  25. 25 Race
  26. 26 Data
  27. 27 Results

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