The binary model uses logistic regression, so there will be three main sources for differences in the results:
- forcing fitted values to be in the interval [0,1]
- handling differences in variance (if probability is near 0.5, the results will be more variable than if the probability is near 0 or 1)
- interactions will be on a different scale
karl