The analysis highlighted no significant difference in effect sizes between the prospective and retrospective study designs (p = 0.436), suggesting that NT-proBNP’s predictive value for functional outcomes post-stroke is consistent across different study methodologies. Here, NPPB is linked to stroke disorder.