Cross-ethnicity/race generalization failure of behavioral prediction from resting-state functional connectivity

J Li, D Bzdok, J Chen, A Tam, LQR Ooi, AJ Holmes… - Science …, 2022 - science.org
Algorithmic biases that favor majority populations pose a key challenge to the application of
machine learning for precision medicine. Here, we assessed such bias in prediction models …

Shifting gradients of macroscale cortical organization mark the transition from childhood to adolescence

HM Dong, DS Margulies, XN Zuo… - Proceedings of the …, 2021 - National Acad Sciences
The transition from childhood to adolescence is marked by pronounced shifts in brain
structure and function that coincide with the development of physical, cognitive, and social …

Individual-specific areal-level parcellations improve functional connectivity prediction of behavior

R Kong, Q Yang, E Gordon, A Xue, X Yan… - Cerebral …, 2021 - academic.oup.com
Resting-state functional magnetic resonance imaging (rs-fMRI) allows estimation of
individual-specific cortical parcellations. We have previously developed a multi-session …

Towards reproducible brain-wide association studies

S Marek, B Tervo-Clemmens, FJ Calabro, DF Montez… - BioRxiv, 2020 - biorxiv.org
Magnetic resonance imaging (MRI) continues to drive many important neuroscientific
advances. However, progress in uncovering reproducible associations between individual …

[HTML][HTML] Machine learning prediction of cognition from functional connectivity: Are feature weights reliable?

Y Tian, A Zalesky - NeuroImage, 2021 - Elsevier
Cognitive performance can be predicted from an individual's functional brain connectivity
with modest accuracy using machine learning approaches. As yet, however, predictive …

[HTML][HTML] Comparison of individualized behavioral predictions across anatomical, diffusion and functional connectivity MRI

LQR Ooi, J Chen, S Zhang, R Kong, A Tam, J Li… - NeuroImage, 2022 - Elsevier
A fundamental goal across the neurosciences is the characterization of relationships linking
brain anatomy, functioning, and behavior. Although various MRI modalities have been …

The age of reason: Functional brain network development during childhood

UA Tooley, AT Park, JA Leonard… - Journal of …, 2022 - Soc Neuroscience
Human childhood is characterized by dramatic changes in the mind and brain. However,
little is known about the large-scale intrinsic cortical network changes that occur during …

Prediction of stimulus-independent and task-unrelated thought from functional brain networks

A Kucyi, M Esterman, J Capella, A Green… - Nature …, 2021 - nature.com
Neural substrates of “mind wandering” have been widely reported, yet experiments have
varied in their contexts and their definitions of this psychological phenomenon, limiting …

Adolescent Brain Cognitive Development (ABCD) community MRI collection and utilities

E Feczko, G Conan, S Marek, B Tervo-Clemmens… - BioRxiv, 2021 - biorxiv.org
Abstract The Adolescent Brain Cognitive Development Study (ABCD), a 10 year longitudinal
neuroimaging study of the largest population based and demographically distributed cohort …

Decision-making ability, psychopathology, and brain connectivity

M Moutoussis, B Garzón, S Neufeld, DR Bach, F Rigoli… - Neuron, 2021 - cell.com
Decision-making is a cognitive process of central importance for the quality of our lives.
Here, we ask whether a common factor underpins our diverse decision-making abilities. We …