Before revision:  We demonstrate our approach using synthetic data containing traditional and nontraditional spatial dependence and using data on Thomson's gazelle in Tanzania .
After revision:  We demonstrate our approach using synthetic data containing traditional and nontraditional spatial dependence in occupancy data which enables a broader class of spatial occupancy models that can be used to improve predictive accuracy and model adequacy .