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Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives
Transformer, one of the latest technological advances of deep learning, has gained
prevalence in natural language processing or computer vision. Since medical imaging bear …
prevalence in natural language processing or computer vision. Since medical imaging bear …
[HTML][HTML] Quantitative map** of the brain's structural connectivity using diffusion MRI tractography: A review
Diffusion magnetic resonance imaging (dMRI) tractography is an advanced imaging
technique that enables in vivo reconstruction of the brain's white matter connections at …
technique that enables in vivo reconstruction of the brain's white matter connections at …
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] Brain charts for the human lifespan
Over the past few decades, neuroimaging has become a ubiquitous tool in basic research
and clinical studies of the human brain. However, no reference standards currently exist to …
and clinical studies of the human brain. However, no reference standards currently exist to …
The Coronavirus Health and Impact Survey (CRISIS) reveals reproducible correlates of pandemic-related mood states across the Atlantic
The COVID-19 pandemic and its social and economic consequences have had adverse
impacts on physical and mental health worldwide and exposed all segments of the …
impacts on physical and mental health worldwide and exposed all segments of the …
Big data approaches to decomposing heterogeneity across the autism spectrum
Autism is a diagnostic label based on behavior. While the diagnostic criteria attempt to
maximize clinical consensus, it also masks a wide degree of heterogeneity between and …
maximize clinical consensus, it also masks a wide degree of heterogeneity between and …
Global-local transformer for brain age estimation
Deep learning can provide rapid brain age estimation based on brain magnetic resonance
imaging (MRI). However, most studies use one neural network to extract the global …
imaging (MRI). However, most studies use one neural network to extract the global …
Sex differences in the develo** brain: insights from multimodal neuroimaging
AN Kaczkurkin, A Raznahan… - …, 2019 - nature.com
Youth (including both childhood and adolescence) is a period when the brain undergoes
dramatic remodeling and is also a time when neuropsychiatric conditions often emerge …
dramatic remodeling and is also a time when neuropsychiatric conditions often emerge …
[HTML][HTML] Idiosynchrony: From shared responses to individual differences during naturalistic neuroimaging
Two ongoing movements in human cognitive neuroscience have researchers shifting focus
from group-level inferences to characterizing single subjects, and complementing tightly …
from group-level inferences to characterizing single subjects, and complementing tightly …
Early adversity and development: parsing heterogeneity and identifying pathways of risk and resilience
DG Gee - American Journal of Psychiatry, 2021 - psychiatryonline.org
Adversity early in life is common and is a major risk factor for the onset of psychopathology.
Delineating the neurodevelopmental pathways by which early adversity affects mental …
Delineating the neurodevelopmental pathways by which early adversity affects mental …