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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 …
[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] A reusable benchmark of brain-age prediction from M/EEG resting-state signals
Population-level modeling can define quantitative measures of individual aging by applying
machine learning to large volumes of brain images. These measures of brain age, obtained …
machine learning to large volumes of brain images. These measures of brain age, obtained …
A multihead LSTM technique for prognostic prediction of soil moisture
Prognostic prediction of soil moisture is a critical step in various fields such as geotechnical
engineering, agriculture, geology, hydrology, and climatology. For example, in agricultural …
engineering, agriculture, geology, hydrology, and climatology. For example, in agricultural …
Current best practices and future opportunities for reproducible findings using large-scale neuroimaging in psychiatry
Research into the brain basis of psychopathology is challenging due to the heterogeneity of
psychiatric disorders, extensive comorbidities, underdiagnosis or overdiagnosis …
psychiatric disorders, extensive comorbidities, underdiagnosis or overdiagnosis …
Investigating cognitive neuroscience theories of human intelligence: A connectome‐based predictive modeling approach
ED Anderson, AK Barbey - Human Brain Map**, 2023 - Wiley Online Library
Central to modern neuroscientific theories of human intelligence is the notion that general
intelligence depends on a primary brain region or network, engaging spatially localized …
intelligence depends on a primary brain region or network, engaging spatially localized …
[HTML][HTML] Connectome-based prediction of decreased trust propensity in older adults with mild cognitive impairment: a resting-state functional magnetic resonance …
Trust propensity (TP) relies more on social than economic rationality to transform the
perceived probability of betrayal into positive reciprocity expectations in older adults with …
perceived probability of betrayal into positive reciprocity expectations in older adults with …
Population modeling with machine learning can enhance measures of mental health
Background Biological aging is revealed by physical measures, eg, DNA probes or brain
scans. In contrast, individual differences in mental function are explained by psychological …
scans. In contrast, individual differences in mental function are explained by psychological …
[HTML][HTML] Cross-cohort replicability and generalizability of connectivity-based psychometric prediction patterns
An increasing number of studies have investigated the relationships between inter-
individual variability in brain regions' connectivity and behavioral phenotypes, making use of …
individual variability in brain regions' connectivity and behavioral phenotypes, making use of …
Connectome-based predictive modeling of fluid intelligence: evidence for a global system of functionally integrated brain networks
RR Wilcox, AK Barbey - Cerebral Cortex, 2023 - academic.oup.com
Cognitive neuroscience continues to advance our understanding of the neural foundations
of human intelligence, with significant progress elucidating the role of the frontoparietal …
of human intelligence, with significant progress elucidating the role of the frontoparietal …