Table 4.
Loglog and Complementary Loglog Models under Random Misclassification
| Variable | Loglog | Cloglog | ||||
|---|---|---|---|---|---|---|
| Outcome: Tobacco user | ||||||
| Constant | -2.139 | (0.160) | *** | -1.006 | (0.111) | *** |
| Gender | ||||||
| Male | 0.540 | (0.081) | *** | 0.402 | (0.049) | *** |
| Age (Excluded: 25-50 years) | ||||||
| 20-25 years | 0.083 | (0.157) | 0.100 | (0.086) | ||
| 50-65 years | -0.346 | (0.092) | *** | -0.302 | (0.069) | *** |
| Over 65 years | -1.153 | (0.140) | *** | -0.881 | (0.100) | *** |
| Race/Ethnicity (Excluded: Non Hispanic White) | ||||||
| Mexican American | -0.496 | (0.110) | *** | -0.391 | (0.073) | *** |
| Other Hispanic | -0.257 | (0.114) | ** | -0.321 | (0.076) | ** |
| Non Hispanic Black | -0.024 | (0.093) | -0.065 | (0.059) | ||
| Mixed or other race/ethnicity | 0.281 | (0.157) | * | 0.237 | (0.107) | ** |
| Education (Excluded: Less than 9th grade) | ||||||
| College graduate or above | -1.078 | (0.138) | *** | -0.716 | (0.111) | *** |
| Some college or AA degree | -0.403 | (0.100) | *** | -0.290 | (0.111) | *** |
| High school graduate/ GED or equivalent | -0.062 | (0.094) | -0.053 | (0.111) | ||
| Marital status (Excluded: Married) | ||||||
| Widowed | 0.548 | (0.162) | *** | 0.416 | (0.113) | *** |
| Divorced | 0.892 | (0.103) | *** | 0.574 | (0.079) | *** |
| Separated | 0.903 | (0.189) | *** | 0.624 | (0.126) | *** |
| Never married | 0.463 | (0.103) | *** | 0.257 | (0.069) | *** |
| Living with a partner | 0.725 | (0.148) | *** | 0.517 | (0.093) | *** |
| Body structure (Excluded: Normal) | ||||||
| Underweight | 0.703 | (0.299) | ** | 0.603 | (0.181) | ** |
| Overweight | -0.156 | (0.085) | * | -0.089 | (0.059) | |
| Obese | -0.478 | (0.096) | *** | -0.248 | (0.061) | *** |
| Other | ||||||
| Early initiator | 0.808 | (0.101) | *** | 0.597 | (0.068) | *** |
| Consume Alcohol | 0.775 | (0.115) | *** | 0.516 | (0.078) | *** |
| Number of (additional) smokers at home | 1.807 | (0.215) | *** | 1.553 | (0.128) | *** |
| Pregnant | -0.308 | (0.446) | -0.018 | (0.462) | ||
|
| ||||||
| Conditional probability of identifying a tobacco user as a nonuser | ||||||
| Self-reported data | 0.109 | (0.027) | *** | 0.048 | (0.022) | ** |
| Biochemical measure | 0.105 | (0.030) | *** | 0.042 | (0.022) | * |
|
| ||||||
| Conditional probability of identifying anonuser as a user | ||||||
| Self-reported data | 0.003 | (0.008) | 0.030 | (0.009) | *** | |
| Biochemical measure | 0.001 | (0.008) | 0.029 | (0.009) | *** | |
|
| ||||||
| Number of observations | 5,051 | 5,051 | ||||
| Log likelihood | -3955.19 | -3930.43 | ||||
***
p<0.01;
**
p<0.05;
*
p<0.10