Adjusted significance cutoffs for hypothesis tests applied with generalized additive models with bivariate smoothers

► The approximate chi-square test for GAMs has an inflated type I error rate. ► The conditional permutation test for GAMs has an inflated type I error rate. ► Significance cutoff adjustments are empirically derived for both tests. ► The corrected tests had appropriate sizes across region shapes and sample sizes.