Brain-phenotype predictions of language and executive function can survive across diverse real-world data: Dataset shifts in developmental populations

Brain-phenotype predictions of language and executive function can survive across diverse real-world data: Dataset shifts in developmental populations

Predictive modeling potentially increases the reproducibility and generalizability of neuroimaging brain-phenotype associations. Yet, the evaluation of a model in another dataset is underutilized. Among studies that undertake external validation, there is a notable lack of attention to generalizatio...

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Bibliographic Details
Main Authors: Brendan D. Adkinson, Matthew Rosenblatt, Javid Dadashkarimi, Link Tejavibulya, Rongtao Jiang, Stephanie Noble, Dustin Scheinost
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Developmental Cognitive Neuroscience
Subjects:
Machine learning
Cognition
Dataset shift
Diversity
Harmonization
Childhood
Online Access:http://www.sciencedirect.com/science/article/pii/S1878929324001257
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