Before revision:  Machine learning approaches have the potential to identify and model nontraditional spatial dependence, but these approaches do not account for contamination in the binary response .
After revision:  Machine learning approaches have the potential to identify and model nontraditional spatial dependence, but these approaches do not account for observer errors such as false absences .