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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