Cross-ethnicity/race generalization failure of behavioral prediction from resting-state functional connectivity
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 …
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
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 …
structure and function that coincide with the development of physical, cognitive, and social …
Individual-specific areal-level parcellations improve functional connectivity prediction of behavior
Resting-state functional magnetic resonance imaging (rs-fMRI) allows estimation of
individual-specific cortical parcellations. We have previously developed a multi-session …
individual-specific cortical parcellations. We have previously developed a multi-session …
Towards reproducible brain-wide association studies
Magnetic resonance imaging (MRI) continues to drive many important neuroscientific
advances. However, progress in uncovering reproducible associations between individual …
advances. However, progress in uncovering reproducible associations between individual …
[HTML][HTML] Machine learning prediction of cognition from functional connectivity: Are feature weights reliable?
Cognitive performance can be predicted from an individual's functional brain connectivity
with modest accuracy using machine learning approaches. As yet, however, predictive …
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
A fundamental goal across the neurosciences is the characterization of relationships linking
brain anatomy, functioning, and behavior. Although various MRI modalities have been …
brain anatomy, functioning, and behavior. Although various MRI modalities have been …
The age of reason: Functional brain network development during childhood
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 …
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
Neural substrates of “mind wandering” have been widely reported, yet experiments have
varied in their contexts and their definitions of this psychological phenomenon, limiting …
varied in their contexts and their definitions of this psychological phenomenon, limiting …
Adolescent Brain Cognitive Development (ABCD) community MRI collection and utilities
Abstract The Adolescent Brain Cognitive Development Study (ABCD), a 10 year longitudinal
neuroimaging study of the largest population based and demographically distributed cohort …
neuroimaging study of the largest population based and demographically distributed cohort …
Decision-making ability, psychopathology, and brain connectivity
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 …
Here, we ask whether a common factor underpins our diverse decision-making abilities. We …