Artificial intelligence of things for smarter healthcare: A survey of advancements, challenges, and opportunities
Healthcare systems are under increasing strain due to a myriad of factors, from a steadily
ageing global population to the current COVID-19 pandemic. In a world where we have …
ageing global population to the current COVID-19 pandemic. In a world where we have …
A systematic review on the potential use of machine learning to classify major depressive disorder from healthy controls using resting state fMRI measures
E Bondi, E Maggioni, P Brambilla… - … & Biobehavioral Reviews, 2023 - Elsevier
Abstract Background Major Depressive Disorder (MDD) is a psychiatric disorder
characterized by functional brain deficits, as documented by resting-state functional …
characterized by functional brain deficits, as documented by resting-state functional …
Disrupted intrinsic functional brain topology in patients with major depressive disorder
Aberrant topological organization of whole-brain networks has been inconsistently reported
in studies of patients with major depressive disorder (MDD), reflecting limited sample sizes …
in studies of patients with major depressive disorder (MDD), reflecting limited sample sizes …
Robust dynamic brain coactivation states estimated in individuals
A confluence of evidence indicates that brain functional connectivity is not static but rather
dynamic. Capturing transient network interactions in the individual brain requires a …
dynamic. Capturing transient network interactions in the individual brain requires a …
Cognitive behavioural therapy as an adjunct to pharmacotherapy for primary care based patients with treatment resistant depression: results of the CoBalT …
N Wiles, L Thomas, A Abel, N Ridgway, N Turner… - The Lancet, 2013 - thelancet.com
Background Only a third of patients with depression respond fully to antidepressant
medication but little evidence exists regarding the best next-step treatment for those whose …
medication but little evidence exists regarding the best next-step treatment for those whose …
Altered brain dynamic in major depressive disorder: state and trait features
Temporal neural synchrony disruption can be linked to a variety of symptoms of major
depressive disorder (MDD), including mood rigidity and the inability to break the cycle of …
depressive disorder (MDD), including mood rigidity and the inability to break the cycle of …
An insight into diagnosis of depression using machine learning techniques: a systematic review
Background In this modern era, depression is one of the most prevalent mental disorders
from which millions of individuals are affected today. The symptoms of depression are …
from which millions of individuals are affected today. The symptoms of depression are …
Evaluation of risk of bias in neuroimaging-based artificial intelligence models for psychiatric diagnosis: a systematic review
Z Chen, X Liu, Q Yang, YJ Wang, K Miao… - JAMA network …, 2023 - jamanetwork.com
Importance Neuroimaging-based artificial intelligence (AI) diagnostic models have
proliferated in psychiatry. However, their clinical applicability and reporting quality (ie …
proliferated in psychiatry. However, their clinical applicability and reporting quality (ie …
Sampling inequalities affect generalization of neuroimaging-based diagnostic classifiers in psychiatry
Background The development of machine learning models for aiding in the diagnosis of
mental disorder is recognized as a significant breakthrough in the field of psychiatry …
mental disorder is recognized as a significant breakthrough in the field of psychiatry …
MAMF-GCN: Multi-scale adaptive multi-channel fusion deep graph convolutional network for predicting mental disorder
J Pan, H Lin, Y Dong, Y Wang, Y Ji - Computers in biology and medicine, 2022 - Elsevier
Purpose Existing diagnoses of mental disorders rely on symptoms, patient descriptions, and
scales, which are not objective enough. We attempt to explore an objective diagnostic …
scales, which are not objective enough. We attempt to explore an objective diagnostic …