Aims Major depression disorder (MDD) is the single greatest cause of disability and
morbidity, and affects about 10% of the population worldwide. Currently, there are no …

Bipolar disorder refers to a group of affective disorders, which together are characterised by
depressive and manic or hypomanic episodes. These disorders include: bipolar disorder …

Standard univariate analysis of neuroimaging data has revealed a host of neuroanatomical
and functional differences between healthy individuals and patients suffering a wide range …

Neuroimaging‐based approaches have been extensively applied to study mental illness in
recent years and have deepened our understanding of both cognitively healthy and …

Psychiatric disorders are increasingly being recognised as having a biological basis, but
their diagnosis is made exclusively behaviourally. A promising approach for …

Models describing the neural correlates of biased emotion processing in depression have
focused on increased activation of anterior cingulate and amygdala and decreased …

Objective The status of isocitrate dehydrogenase 1 (IDH1) is highly correlated with the
development, treatment and prognosis of glioma. We explored a noninvasive method to …

The conformal predictions framework is a recent development in machine learning that can
associate a reliable measure of confidence with a prediction in any real-world pattern …

There have been many attempts to classify imbalanced data, since this classification is
critical in a wide variety of applications related to the detection of anomalies, failures, and …

We performed a systematic review and meta-analysis of neural predictors of response to the
most commonly used, evidence based treatments in clinical practice, namely …