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. Author manuscript; available in PMC: 2018 Jul 10.
Published in final edited form as: Stat Med. 2017 Mar 28;36(15):2363–2377. doi: 10.1002/sim.7291

Table 3.

Data application: The top five models according to their AIC values for all 12 considered scenarios, where a ✓ denotes that a particular predictor was included in the model. The predictor variables x1, x2, and x3 represent the participant’s age, race, and miscarriage status, respectively. Note, the presence (absence) of “ *” indicates that the MCMLE accounted for (ignored) the effect of measurement error.

Model Data set x1 x2 x3
x12
x1x2 x1x3 x2x3
Log-normal ✓ ✓ ✓ ✓
ID ✓ ✓ ✓
✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓

✓ ✓ ✓
ID* ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓

✓ ✓
PD ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓

✓ ✓ ✓
PD* ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓

Gamma(log link) ✓ ✓ ✓
ID ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓

✓ ✓ ✓
ID* ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓

✓ ✓ ✓ ✓
PD ✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓ ✓

✓ ✓ ✓ ✓
PD* ✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓

Gamma(inverse link) ✓ ✓ ✓ ✓ ✓ ✓
✓ ✓ ✓
ID ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓

✓ ✓ ✓ ✓
✓ ✓ ✓
ID* ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓
✓ ✓ ✓ ✓

✓ ✓ ✓ ✓
PD ✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓

✓ ✓ ✓ ✓
PD* ✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓
✓ ✓ ✓ ✓ ✓