I was a lot more optimistic about Gabriel's model than he was. It is essentially a presence-only species distribution model where accuracy depends largely on assumptions around prevalence and which really needs some presence-absence data to calibrate.

As I mentioned in one of the other comments, the model is also only pixel-wise. That is, it is not using spatial information for predictions.