Strategies to optimize modeling habitat suitability of Bertholletia excelsa in the Pan-Amazonia.

The combination of statistical techniques with expert knowledge improved the quality of our suitability model. Topographic and soil variables were the most important predictors. The combination of predictor variable selection, fine-tuning of model parameters and spatial filtering was critical for the construction of a reliable habitat suitability model.