A fundamental challenge in neuroscience is understanding how brain structure and function contribute to individual differences in complex behaviors across both healthy and clinical populations. Recent advances have introduced brain-based predictive models as a promising approach for revealing neuroimaging signatures of behavior at the individual level. However, it is increasingly evident that these models, and our understanding of brain-behavior relationships, can be biased across different populations.