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Table 2 Explanation of a non-clinical mental health assessment classifier

From: Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences

Decision: Explanation: Contrast: Confidence:
Has sought work interfere ≤1.5 −45.6% Coverage: 24.9%
treatment family history >0.9 −23.3% Precision: 94.6% of covered
Prior 54.9%
  1. Work interfere: If you have a mental health condition, do you feel it interferes with your work?
  2. Answers: 0 = Often, 1 = Sometimes, 2 = Not Sure, 3 = Rarely, 4 = Never
  3. family history: Do you have a family history of mental illness?
  4. Answers: 0 = No, 1 = Not Sure, 2 = Yes