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Table 2 Enumeration of 16 response types for outcome D and corresponding potential outcomes

From: A counterfactual approach to bias and effect modification in terms of response types

Dtype

Potential outcomes of D

D T( ω)

D ce ( ω)

 

D 11( ω)

D 01( ω)

D 10( ω)

D 00( ω)

1

1

1

1

1

2 b, c

1

1

1

0

3 a, b, c

1

1

0

1

4

1

1

0

0

5 a, b, c

1

0

1

1

6

1

0

1

0

7 a, b, c

1

0

0

1

8 b

1

0

0

0

9 a, b, c

0

1

1

1

10 a, b, c

0

1

1

0

11 a

0

1

0

1

12 a, b

0

1

0

0

13 a

0

0

1

1

14 a, b

0

0

1

0

15 a, b

0

0

0

1

16

0

0

0

0

  1. a Under the assumption of positive monotonicity (i.e., D ce (ω) ≥ D c ' e '(ω) for ∀ω whenever c ≥ c ' and e ≥ e '), these response types are excluded.
  2. b Given no interaction at the individual level on the additive scale between C and E in the counterfactual framework (i.e., D 11(ω) − D 01(ω) − D 10(ω) + D 00(ω) = 0 for ∀ω), these response types are excluded.
  3. c Given no interaction at the individual level on the multiplicative scale between C and E in the counterfactual framework (i.e., D 11(ω)D 00(ω) = D 01(ω)D 10(ω) for ∀ω), these response types are excluded.