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Connect each case to the way human judgment helps diagnose model mistakes.
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When is it especially useful to apply human-style error analysis?
A useful aim of error analysis is to infer which clues a person relies on to reach the correct label.
A transcript turned “blueberry muffins” into “_____ muffins.”
Match each part of expert-guided error analysis to its role.
Arrange the steps for human-guided error analysis on a weak model.
How can domain expertise be used when analyzing errors in chest X-ray classification?
Human-guided error analysis is most informative when the model still performs worse than people.
In error analysis, human _____ can help reveal which clues people use to reach the right label.
Order the steps for using expert intuition to improve a crop-disease image classifier.
Use human judgment to interpret model mistakes
Using clinician insight to improve a chest scan classifier
Using Human Judgment in Error Analysis