Pipeline variability: Friend or foe, depending on the goal: Comment on Germani et al. 2025

管道可变性:是敌是友,取决于目标:对 Germani 等人 2025 年研究的评论

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Abstract

Germani et al. (2025, Imaging Neuroscience) argue that pipeline variability inflates false positive rates in between-group mega-analyses that "compare populations whose data were processed differently at the subject level." While such variability is a confounder in this specific and rare type of analysis, it does not confound effects of interest in more common conventional mega-analyses, which test non-zero effects across studies. Instead, pipeline differences strengthen the generalizability of discoveries and protect against idiosyncratic pipeline-induced artifacts in conventional analyses. Even in between-group mega-analyses, it is context-dependent whether pipeline-induced differences are false positives. Recognizing these complexities will help understand when pipeline variability is advantageous and when it can cause problems.

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