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 |
|
x1x2 | x1x3 | x2x3 | |
|---|---|---|---|---|---|---|---|---|---|
| Log-normal | ✓ | ✓ | ✓ | ✓ | |||||
| ID | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | |||||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
|
| |||||||||
| ✓ | ✓ | ✓ | |||||||
| ID* | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ||||||||
|
|
|||||||||
| ✓ | ✓ | ||||||||
| PD | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | |||||||
|
| |||||||||
| ✓ | ✓ | ✓ | |||||||
| PD* | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
|
| |||||||||
| Gamma(log link) | ✓ | ✓ | ✓ | ||||||
| ID | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
|
| |||||||||
| ✓ | ✓ | ✓ | |||||||
| ID* | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
|
|
|||||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| PD | ✓ | ✓ | ✓ | ✓ | ✓ | ||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ||||
|
| |||||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| PD* | ✓ | ✓ | ✓ | ✓ | ✓ | ||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
|
| |||||||||
| Gamma(inverse link) | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | |||
| ✓ | ✓ | ✓ | |||||||
| ID | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
|
| |||||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | |||||||
| ID* | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
|
|
|||||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| PD | ✓ | ✓ | ✓ | ✓ | ✓ | ||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
|
| |||||||||
| ✓ | ✓ | ✓ | ✓ | ||||||
| PD* | ✓ | ✓ | ✓ | ✓ | ✓ | ||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||
| ✓ | ✓ | ✓ | ✓ | ✓ | |||||