Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time series neuroimaging data
T Grootswagers, SG Wardle… - Journal of cognitive …, 2017 - direct.mit.edu
Multivariate pattern analysis (MVPA) or brain decoding methods have become standard
practice in analyzing fMRI data. Although decoding methods have been extensively applied …
practice in analyzing fMRI data. Although decoding methods have been extensively applied …
I tried a bunch of things: The dangers of unexpected overfitting in classification of brain data
M Hosseini, M Powell, J Collins… - Neuroscience & …, 2020 - Elsevier
Abstract Machine learning has enhanced the abilities of neuroscientists to interpret
information collected through EEG, fMRI, and MEG data. With these powerful techniques …
information collected through EEG, fMRI, and MEG data. With these powerful techniques …
Long-term microstructure and cerebral blood flow changes in patients recovered from COVID-19 without neurological manifestations
Y Qin, J Wu, T Chen, J Li, G Zhang… - The Journal of …, 2021 - Am Soc Clin Investig
BACKGROUND The coronavirus disease 2019 (COVID-19) rapidly progressed to a global
pandemic. Although some patients totally recover from COVID-19 pneumonia, the disease's …
pandemic. Although some patients totally recover from COVID-19 pneumonia, the disease's …
Cluster failure: Why fMRI inferences for spatial extent have inflated false-positive rates
A Eklund, TE Nichols… - Proceedings of the …, 2016 - National Acad Sciences
The most widely used task functional magnetic resonance imaging (fMRI) analyses use
parametric statistical methods that depend on a variety of assumptions. In this work, we use …
parametric statistical methods that depend on a variety of assumptions. In this work, we use …
[HTML][HTML] BrainStat: A toolbox for brain-wide statistics and multimodal feature associations
Abstract Analysis and interpretation of neuroimaging datasets has become a
multidisciplinary endeavor, relying not only on statistical methods, but increasingly on …
multidisciplinary endeavor, relying not only on statistical methods, but increasingly on …
On testing for spatial correspondence between maps of human brain structure and function
A critical issue in many neuroimaging studies is the comparison between brain maps.
Nonetheless, it remains unclear how one should test hypotheses focused on the overlap or …
Nonetheless, it remains unclear how one should test hypotheses focused on the overlap or …
Human microglia regional heterogeneity and phenotypes determined by multiplexed single-cell mass cytometry
C Böttcher, S Schlickeiser, MAM Sneeboer… - Nature …, 2019 - nature.com
Microglia, the specialized innate immune cells of the CNS, play crucial roles in neural
development and function. Different phenotypes and functions have been ascribed to rodent …
development and function. Different phenotypes and functions have been ascribed to rodent …
Measuring shared responses across subjects using intersubject correlation
Our capacity to jointly represent information about the world underpins our social
experience. By leveraging one individual's brain activity to model another's, we can measure …
experience. By leveraging one individual's brain activity to model another's, we can measure …
Cerebral hypoperfusion in post-COVID-19 cognitively impaired subjects revealed by arterial spin labeling MRI
M Ajčević, K Iscra, G Furlanis, M Michelutti… - Scientific Reports, 2023 - nature.com
Cognitive impairment is one of the most prevalent symptoms of post Severe Acute
Respiratory Syndrome COronaVirus 2 (SARS-CoV-2) state, which is known as Long COVID …
Respiratory Syndrome COronaVirus 2 (SARS-CoV-2) state, which is known as Long COVID …
Small sample sizes reduce the replicability of task-based fMRI studies
Despite a growing body of research suggesting that task-based functional magnetic
resonance imaging (fMRI) studies often suffer from a lack of statistical power due to too …
resonance imaging (fMRI) studies often suffer from a lack of statistical power due to too …