Table 5.
Maximum likelihood estimates of binary logistic and probit regression models for a CHD event for subjects in the Framingham offspring study in the 20-year observation period predicted by the demographic, behavioral and anthropometric variables and diabetes in Exam 11
Dependent variable: CHD event in the 20-year period n = 3718 | ||||||||
Independent variable | Binary logistic model | Probit model | ||||||
Coefficient | SE | 95% CI for exp (β) | Coefficient | SE | Marginal effect | SE | ||
Constant | -3.531 | 1.902 | - | - | -2.072* | 0.996 | - | - |
Sex | -0.979* | 0.209 | 0.249 | 0.566 | -0.507* | 0.107 | -0.051* | 0.011 |
Age | 0.080* | 0.008 | 1.067 | 1.100 | 0.041* | 0.004 | 0.004* | 0.0004 |
Physical activity score | -0.021 | 0.017 | 0.947 | 1.013 | -0.010 | 0.009 | -0.001 | 0.001 |
Alcohol index | -0.004 | 0.011 | 0.974 | 1.019 | 0.002 | 0.006 | -0.0002 | 0.0006 |
Cigarettes smoked | 0.015* | 0.004 | 1.008 | 1.023 | 0.009* | 0.002 | 0.0009* | 0.0002 |
Systolic Blood Pressure | -0.008 | 0.007 | 0.978 | 1.005 | -0.003 | 0.004 | -0.0003 | 0.0004 |
Diastolic Blood Pressure | 0.033* | 0.010 | 1.013 | 1.055 | 0.017* | 0.005 | 0.002* | 0.0006 |
LDL | 0.007* | 0.002 | 1.004 | 1.011 | 0.004* | 0.001 | 0.0004* | 0.0001 |
HDL | -0.020* | 0.005 | 0.969 | 0.991 | -0.009* | 0.002 | -0.0009* | 0.0003 |
Weight | 0.000 | 0.006 | 0.988 | 1.012 | 0.0005 | 0.003 | 0.0001 | 0.003 |
Height | -2.077 | 1.075 | 0.015 | 1.031 | -1.075 | 0.564 | -0.109 | 0.057 |
Diabetes in Exam 1 | 1.195* | 0.333 | 1.721 | 6.343 | 0.695* | 0.196 | 0.070* | 0.020 |
Chi-square statistic2, df = 1 | 4.65* | - | 2.46 | - |
1 Values are slope coefficients and standard errors; see equation (5) in the text. 2 Chi-square test for combining height and weight as the BMI based on a logarithmic specification of the model. * P < 0.05.