[HTML][HTML] One size does not fit all: methodological considerations for brain-based predictive modeling in psychiatry
Psychiatric illnesses are heterogeneous in nature. No illness manifests in the same way
across individuals, and no two patients with a shared diagnosis exhibit identical symptom …
across individuals, and no two patients with a shared diagnosis exhibit identical symptom …
Brain–phenotype models fail for individuals who defy sample stereotypes
Individual differences in brain functional organization track a range of traits, symptoms and
behaviours,,,,,,,,,,–. So far, work modelling linear brain–phenotype relationships has …
behaviours,,,,,,,,,,–. So far, work modelling linear brain–phenotype relationships has …
Data leakage inflates prediction performance in connectome-based machine learning models
Predictive modeling is a central technique in neuroimaging to identify brain-behavior
relationships and test their generalizability to unseen data. However, data leakage …
relationships and test their generalizability to unseen data. However, data leakage …
[HTML][HTML] COVID‐19 vicarious traumatization links functional connectome to general distress
As characterized by repeated exposure of others' trauma, vicarious traumatization is a
common negative psychological reaction during the COVID-19 pandemic and plays a …
common negative psychological reaction during the COVID-19 pandemic and plays a …
Modeling spatio-temporal patterns of holistic functional brain networks via multi-head guided attention graph neural networks (Multi-Head GAGNNs)
Mounting evidence has demonstrated that complex brain function processes are realized by
the interaction of holistic functional brain networks which are spatially distributed across …
the interaction of holistic functional brain networks which are spatially distributed across …
A cognitive neurogenetic approach to uncovering the structure of executive functions
One central mission of cognitive neuroscience is to understand the ontology of complex
cognitive functions. We addressed this question with a cognitive neurogenetic approach …
cognitive functions. We addressed this question with a cognitive neurogenetic approach …
Sex differences in default mode network connectivity in healthy aging adults
Women show an increased lifetime risk of Alzheimer's disease (AD) compared with men.
Characteristic brain connectivity changes, particularly within the default mode network …
Characteristic brain connectivity changes, particularly within the default mode network …
Activity flow underlying abnormalities in brain activations and cognition in schizophrenia
Cognitive dysfunction is a core feature of many brain disorders, including schizophrenia
(SZ), and has been linked to aberrant brain activations. However, it is unclear how these …
(SZ), and has been linked to aberrant brain activations. However, it is unclear how these …